Answers to Questions about Artificial Intelligence

Archive-name: ai-faq

Last-Modified: Tue Jul 20 20:55:36 1993 by Mark Kantrowitz

Version: 1.9


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;;; Answers to Questions about Artificial Intelligence *************

;;; ****************************************************************

;;; Written by Mark Kantrowitz

;;; ai-faq-1.text -- 54524 bytes


If you think of questions that are appropriate for this FAQ, or would

like to improve an answer, please send email to mkant+ai-faq@cs.cmu.edu.


*** Topics Covered:


Part 1:

  [1-0] What is the purpose of this newsgroup?

  [1-1] AI-related Associations and Journals

  [1-2] How do I get a copy of the proceedings to conference <x>?

  [1-4] What are the rules for the game of "Life"?

  [1-5] What AI competitions exist?

  [1-8] Commercial AI products.

  [1-9] Glossary of AI terms.

  [1-10] What are the top schools in AI?

  [1-11] How can I get the email address for Joe or Jill Researcher?


Part 2 (AI-related Newsgroups and Mailing Lists):

  List of all known AI-related newsgroups, mailing lists, and

  electronic bulletin board systems.


Part 3 (Bibliography):

  Bibliography of introductory texts, overviews and references

  Addresses and phone numbers for major AI publishers


Part 4 (FTP Resources):

  [4-0] General Information about FTP Resources for AI

  [4-1] FTP Repositories

  [4-2] FTP and Other Resources


Part 5 (FTP Resources):

  [5-1]  AI Bibliographies available by FTP

  [5-2]  AI Technical Reports available by FTP

  [5-3]  Where can I get a machine readable dictionary, thesaurus, and

         other text corpora?

  [5-4]  List of Smalltalk implementations.


Part 6 (Expert System Shells):

  [6-1]  Introduction and Acknowledgements

  [6-2]  Other Sources of Information

  [6-3]  Free/Cheap Expert System Shells

  [6-4]  Commercial Expert System Shells


Search for [#] to get to question number # quickly.


*** Recent changes:


;;; 1.9

;;; 19-JUL-93 mk    Corrected Vision List mailing list addres.

;;; 20-JUL-93 mk    Corrected JAIR entry to match current proposal.

;;; 20-JUL-93 mk    Updated CLIPS entry.

;;; 20-JUL-93 mk    Updated ILOG RULES and SMECI entries in part 6.

;;; 10-AUG-93 mk    Added entry on CELP to part 4.

;;; 10-AUG-93 mk    Entry on AAAI Robot Building Contest.

;;; 10-AUG-93 mk    Added entry on Kappa PC mailing list to part 2.


*** Introduction:


Certain questions and topics come up frequently in the various network

discussion groups devoted to and related to Artificial Intelligence

(AI).  This file/article is an attempt to gather these questions and

their answers into a convenient reference for AI researchers. It is

posted on a monthly basis. The hope is that this will cut down on the

user time and network bandwidth used to post, read and respond to the

same questions over and over, as well as providing education by

answering questions some readers may not even have thought to ask.


The latest version of this file is available via anonymous FTP from CMU:


   To obtain the file from CMU, connect by anonymous ftp to any CMU CS

   machine (e.g., ftp.cs.cmu.edu [128.2.206.173]), using username

   "anonymous" and password "name@host". The files ai-faq-1.text,

   ai-faq-2.text, ai-faq-3.text, ai-faq-4.text, ai-faq-5.text and

   ai-faq-6.text are located in the directory

       /afs/cs.cmu.edu/project/ai-repository/ai/pubs/faqs/

   [Note: You must cd to this directory in one atomic operation, as

   some of the superior directories on the path are protected from

   access by anonymous ftp.] If your site runs the Andrew File System,

   you can just cp the file directly without bothering with FTP.


The FAQ postings are also archived in the periodic posting archive on

rtfm.mit.edu [18.70.0.224]. Look in the anonymous ftp directory

/pub/usenet/news.answers/ in the subdirectory ai-faq/. If you do not

have anonymous ftp access, you can access the archive by mail server

as well.  Send an E-mail message to mail-server@rtfm.mit.edu

with "help" and "index" in the body on separate lines for more

information.


----------------------------------------------------------------

Subject: [1-0] What is the purpose of this newsgroup?


The newsgroup comp.ai exists for general discussion of topics related

to Artificial Intelligence. For example, possible topics can

include (but are not necessarily limited to):

   announcements of AI books and products

   discussion of AI programs and tools

   questions about AI techniques

   problems implementing an AI technique

Postings should be of general interest to the AI community. See also

part 2 of the FAQ for a list of other more specialized discussion lists.


Every so often, somebody posts an inflammatory message, such as

   Will computers every really think?

   AI hasn't done anything worthwhile.

These "religious" issues serve no real purpose other than to waste

bandwidth. If you feel the urge to respond to such a post, please do

so through a private e-mail message, or post redirecting follow-ups to

comp.ai.philosophy.  


We've tried to minimize the overlap with the FAQ postings to the

comp.lang.lisp, comp.lang.prolog and comp.ai.neural-nets newsgroups,

so if you don't find what you're looking for here, we suggest you try

the FAQs for those newsgroups. These FAQs should be available by

anonymous ftp from rtfm.mit.edu [18.70.0.224] in subdirectories of

/pub/usenet/ or by sending a mail message to mail-server@rtfm.mit.edu

with subject "help".  


The Lisp FAQ is also available by anonymous ftp from the same ftp

location as the AI FAQ and from ftp.think.com:/public/think/lisp/.


Information about Prolog may be obtained from two sources: The Prolog

FAQ, which is posted twice a month to the newsgroup comp.lang.prolog

by Jamie Andrews <jamie@cs.sfu.ca>, and the Prolog Resource Guide,

which is posted to the newsgroup comp.lang.prolog once a month, and is

available by anonymous ftp from ftp.cs.cmu.edu [128.2.206.173] in the

directory /afs/cs.cmu.edu/project/ai-repository/ai/pubs/faqs/

as the files prolog-resource-guide-1.text and prolog-resource-guide-2.text.


The Robotics FAQ is available by anonymous ftp from ftp.cs.cmu.edu

[128.2.206.173] in the directory /user/nivek/robotics-faq as the files

part1 and part2. To obtain a copy by email, send a message to 

mail-server@rtfm.mit.edu containing the following lines:

   send usenet/news.answers/robotics-faq/part1

   send usenet/news.answers/robotics-faq/part2

On UUCP, it is available at 

   uunet!/archive/usenet/news.answers/robotics-faq/ 

as the files part1.Z and part2.Z (or by ftp from ftp.uu.net

[137.39.1.9] in /archive/usenet/news.answers/robotics-faq/). 


Information about object-oriented programming can be obtained in the

newsgroups comp.object, comp.lang.clos, and comp.lang.smalltalk.

Information about object-oriented databases can be obtained in the

survey compiled by Stewart Clamen, which may be found either in the

comp.object FAQ posting or in byron.sp.cs.cmu.edu:clamen/evolution-summary


----------------------------------------------------------------

Subject: [1-1] AI-related Associations and Journals


Associations:


   AMERICAN ASSOCIATION FOR ARTIFICIAL INTELLIGENCE (AAAI)

   AAAI, 445 Burgess Drive, Menlo Park, CA 94025.

   415-328-3123, info@aaai.org, membership@aaai.org

   Membership includes AI Magazine:

   $40 regular, $20 student, $60 institution (US/Canadian)

   $65 regular, $45 student, $85 institution (Foreign)

   AAAI has several special interest groups (SIGs), including one

   on manufacturing and one on medicine.


   ASSOCIATION FOR COMPUTING MACHINERY (ACM)

   ACM, 1515 Broadway, New York, NY 10036.

   Member Services, 11 West 42nd Street, New York, NY 10036.

   212-869-7440. Fax 212-944-1318. Email: acmhelp@acmvm.bitnet.

   $75 regular, $22 student (includes Communications of the ACM)

   $15 ($8 students) extra for SIGART membership (gets Sigart Bulletin; 

       non-member subscription is $41)

   $12 ($7 students) extra for Lisp Pointers.

   $15 ($10 students) extra for Computing Surveys

   $34 ($29 students) extra for Computing Reviews


   INTERNATIONAL ASSOCIATION OF KNOWLEDGE ENGINEERS (IAKE)

   IAKE, 11820 Parklawn Drive, Suite 302, Rockville, MD 20852.

   301-948-5390

   $65 regular, $30 students.


   ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL)

   Natural language processing research and applications. 

   Members receive the journal Computational Linguistics, ISSN 0891-2017.

   Regular membership $30 ($20 full-time students not earning a regular

   income; $20 for retired), $10 extra for first class/air postage in

   North America, $20 elsewhere. For more information write to

   Dr. Donald E. Walker (ACL), Bellcore, 445 South Street, MRE 2A379,

   Morristown, NJ 07960, USA, call +1-201-829-4312, fax +1-201-829-5981,

   or send email to acl@bellcore.com.  Institutions must subscribe to

   the journal through MIT Press Journals, 55 Hayward Street,

   Cambridge, MA 02142, USA, +1-617-253-2889.


   INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS (IEEE)

   IEEE Service Center, 445 Hoes Lane, PO Box 1331, Piscataway, NJ 08855.

   1-800-678-IEEE, 201-981-0060

   IEEE membership is $95 regular ($28 students)

   For membership in the IEEE Computer Society, add $22 ($13 students).

   $20 for IEEE Expert (Intelligent Systems and their Applications)

   $12 for Transactions on Neural Networks

   $12 for Transactions on Systems, Man and Cybernetics

   $15 for Transactions on Robotics and Automation

   $19 for Transactions on Knowledge and Data Engineering

   $24 for Transactions on Pattern Analysis and Machine Intelligence


   INTERNATIONAL SOCIETY OF APPLIED INTELLIGENCE (ISAI)

   Membership is $25 for associate members and $75 for full members.

   Full members receive a subscription to the International Journal of

   Applied Intelligence (normal institutional rate is $217).

   To apply contact Graham Forsyth, secretary, forsyth@fencer.cis.dsto.gov.au.

   Or write to ISAI, Department of Computer Science, Southwest Texas

   State University, San Marcos, TX 78666-4616, phone 512-245-3409, fax

   512-245-3804, or send email to Moonis Ali, president, <ma04@swtexas.bitnet>.

   Working groups include CIM -- Learning in Intelligent Manufacturing

   Systems, Automatic Failure Diagnostics, Production Management,

   Finance, Building Architecture, Scheduling and Planning.


   COGNITIVE SCIENCE SOCIETY

   Membership: $50 individuals, $25 student. Add $15 overseas postage.

   Members receive a copy of the journal Cognitive Science without

   additional charge. Write to Alan Lesgold, Secretary/Treasurer,

   Cognitive Science Society, LRDC, University of Pittsburgh, 3939

   O'Hara Street, Pittsburgh, PA 15260, fax 1-412-624-9149, email

   al+@pitt.edu. 


   INTERNATIONAL FUZZY SYSTEMS ASSOCIATION (IFSA)

   Membership $180, includes a subscription to the International Journal

   of Fuzzy Sets and Systems, ISSN 0165-0114.

   Write to Prof. Philippe Smets, University of Brussels, IRIDIA, 50 av.

   F. Roosevelt, CP 194/6, 1050 Brussels, Belgium.


   NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY (NAFIPS) 

   For more information, contact Thomas H. Whalen, Secretary/Treasurer,

   Decision Sciences Department, Georgia State University, Atlanta, GA 30303,

   404-651-4080, <qmdthw@gsuvm1.gsu.edu>. NAFIPS holds a conference and

   a workshop in alternating years.


   SOCIETY FOR MACHINES AND MENTALITY

   James H. Moor, Treasurer, Society for Machines and Mentality,

   Department of Philosophy, Dartmouth College, 6035 Thornton Hall,

   Hanover, NH 03755-3592 U.S.A.

   603-646-2155.  Email:  James.H.Moor@Dartmouth.edu

   $5 Membership only

   $50 Membership with subscription to _Minds and Machines_


   CANADIAN SOCIETY FOR COMPUTATIONAL STUDIES OF INTELLIGENCE (CSCSI)

   Members receive a subscription to Canadian Artificial Intelligence.

   CSCSI/SCEIO, c/o CIPS, 430 King Street West, Suite 205, Toronto,

   Ontario M5V 1L5, CANADA  

   416-593-4040, fax 416-593-5184

   Membership: $40 individuals, $30 students

   

   JAPANESE ASSOCIATION FOR ARTIFICIAL INTELLIGENCE (JSAI)

   OS Bldg. Suite #402

   4-7 Tsukudo-cho, Shinjuku-ku

   Tokyo 162 Japan

   Phone:   +81-3-5261-3401

   Telfax:  +81-3-5261-3402


   SOCIEDAD MEXICANA DE INTELIGENCIA ARTIFICIAL (SMIA)

   Ofelia Cervantes V, Apartado Postal #5, Universidad de las Americas,

   Sta. Catarina Martir Puebla 72820, MEXICO

   (52-22) 47-0522, (52-22) 47-4319


   AUSTRIAN SOCIETY FOR ARTIFICIAL INTELLIGENCE (ASAI)

   Postfach 177, Vienna, A-1014, AUSTRIA

   (43) 1 535-32810


   INTERNATIONAL NEURAL NETWORK SOCIETY (INNS)

   Membership is $55/year for non-students and $45/year for students, and

   includes a subscription to "Neural Networks", the official journal of

   the society. 

   INNS Membership, P.O. Box 491166, Ft. Washington, MD 20749


   INTERNATIONAL STUDENT SOCIETY FOR NEURAL NETWORKS (ISSNNets)

   Membership is $5 per year.

   ISSNNet, Inc., P.O. Box 15661, Boston, MA 02215  

   See also comp.org.issnnet.


   JAPANESE NEURAL NETWORK SOCIETY (JNNS)

   Department of Engineering, Tamagawa University,

   6-1-1, Tamagawa Gakuen, Machida City, Tokyo,

   194 JAPAN

   Phone: +81 427 28 3457

   Fax:   +81 427 28 3597


   ARTIFICIAL INTELLIGENCE ITALIAN ASSOCIATION (AIIA)

   c/o Fondazione Ugo Borboni, Roma - Italy

   Contact: Oliviero Stock <stock@irst.it>

   Tel: +39 6 54803428 

   Fax: +39 6 54804405


   THE INTERNATIONAL ASSOCIATION FOR ARTIFICIAL INTELLIGENCE AND LAW (IAAIL)

   Contact: Prof. Carole Hafner, IAAIL, College of Computer Science,

   Northeastern University, 360 Huntington Avenue, Boston, MA 02115 USA

   Membership: $60 Regular, $35 student  (incuding AI and Law Journal)

       $25 Reduced (without journal subscription)


   ASSOCIATION FOR MACHINE TRANSLATION IN THE AMERICAS (AMTA)

   655 Fifteenth Street, NW, Suite 310, Washington, DC 20005

   Membership: $40 Associate members, $65 active members, Institutional $200,

   Corporate $400. Members receive the MT News International and the

   MT Yellow Pages. 


   ARTIFICIAL INTELLIGENCE AND SIMULATION OF BEHAVIOR (AISB)

   c/o Alison White, School of Cognitive Science, University of Sussex,

   Brighton BN1 9QH 

   Tel: +44-273-678379

   email: alisonw@cogs.susx.ac.uk 

   Published the AISB Newsletter.


Newsletters:


   The Computists' Communique is a weekly online newsletter for AI/IS/CS

   scientists. It covers research and funding news; career, consulting,

   and entrepreneurial issues; AI-related job postings and journal calls;

   FTPable & other resource leads; market trends; analysis and

   discussion. The Communique serves members of Computists

   International, a professional mutual-aid society.  Membership in

   Computists International runs $135 for new professional members, $55

   for students and the unemployed. There is a 25% discount for Canada,

   Western Europe, the UK, Japan, and Australia; other countries and

   territories outside the U.S. get a 50% discount.  For more

   information, contact Dr. Kenneth I. Laws (laws@ai.sri.com), 

   415-493-7390, 4064 Sutherland Drive, Palo Alto, CA 94303.


Organizations -- Robotics Related:


   For a list of organizations that are robotics related, see the FAQ

   posting for comp.robotics, maintained by Kevin Dowling <nivek@cs.cmu.edu>.


Note: Some Journals are listed with the publishing organization above.


Journals -- General:


   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH (JAIR)

   JAIR is published by the AI Access Foundation, a nonprofit corporation

   devoted to the electronic dissemination of scientific results in AI.

   JAIR is a refereed publication, covering all areas of AI, that will be

   distributed free of charge over the internet by ftp, electronic mail,

   and in the newsgroups comp.ai.jair.announce (announcements and

   abstracts of new papers) and comp.ai.jair.papers (papers, code, and other

   materials, distinguished by subject line). Both will be moderated,

   with discussion occurring in comp.ai. In addition, each complete

   volume of JAIR will be published by Morgan Kaufmann.  JAIR aims to

   have a review turn-around time of about 5 weeks, with electronic

   publication occurring immediately after the editor receives the final

   version of an accepted article. JAIR will begin accepting submissions

   on June 15, 1993.  Further information regarding submissions can be

   obtained by sending a request to jair@ptolemy.arc.nasa.gov. [The

   newsgroups have not yet been created.]


   JOURNAL OF COMPUTATIONAL INTELLIGENCE

   Published 4 times annually. ISSN 0824-7935

   Basil Blackwell Publishers, Journal Subscription Department, 

   3 Cambridge Centre, Cambridge, MA 02142 or call 1-800-835-6770.

   Blackwell Publishers, 108 Cowley Road, Oxford, OX4 1JF, England.

   Individual subscriptions are $85 in North America and $100 in the rest of

   the world. Institutional subscriptions are $175 and $190, respectively. 

   A reduced rate of $40 is available to members of the Canadian

   Information Processing Society. 


   ARTIFICIAL INTELLIGENCE REVIEW (Survey and Tutorial Journal)

   Kluwer Academic Publishers,

   101 Philip Drive, Norwell, MA 02061, 617-871-6600, fax 617-871-6528.

   PO Box 358, Accord Station, Hingham, MA 02018-0358. 

   Email: kluwer@world.std.com

   The institutional subscription rate is $130 per volume (4 issues).


   ARTIFICIAL INTELLIGENCE

   Published 18 times annually. ISSN 0004-3702.

   $80 individuals (must be a member of one of the major AI societies). 

   To order in the US, write to AAAI, AI Journal, 445 Burgess Drive, Menlo

   Park, CA 94025-3496, or to Elsevier Science Publishing, 655 Avenue of

   the Americas, New York, NY 10017, 212-633-3827. Outside the US,

   contact Elsevier Science Publishers, Attn: Ursula van Dijk, PO Box 103,

   1000 AC Amsterdam, The Netherlands, or call +31-20-5862-608.


   COGNITIVE SCIENCE

   Ablex Publishing Company,

   355 Chestnut Street, Norwood, NJ 07648

   201-767-8450, fax 201-767-6717

   $50 individual, $125 institution.


   JOURNAL OF EXPERIMENTAL AND THEORETICAL ARTIFICIAL INTELLIGENCE (JETAI)

   Annual subscription, 1992/3, $163; personal subscription, $82.

   To order in the US, write to Taylor and Francis, Inc., 1900 Frost

   Road, Suite 101, Bristol, PA 19007-1598.  Or contact the home office:

   Taylor and Francis Ltd, Rankine Road, Basingstoke, Hampshire, UK

   RG24 0PR (0256) 840366. ISSN 0952-813X


   SPANG ROBINSON REPORT ON INTELLIGENT SYSTEMS

   Published monthly. ISSN 0885-9957.

   Subscriptions: $405 US & Canada, $455 elsewhere.

   John Wiley and Sons, Inc., 605 Third Avenue, New York, NY 10158-0012,

   212-850-6347, fax 212-850-6088.


   MINDS AND MACHINES

   Journal for Artificial Intelligence, Philosophy, and Cognitive Science

   ISSN 0924-6495

   Subscription information and sample copies available from:

   Kluwer Academic Publishers Group, P.O. Box 322, 3300 AH Dordrecht,

   The Netherlands. In the US, write to Kluwer Academic Publishers, 101

   Philip Drive, Norwell, MA 02061.


   COMPUTERS AND ARTIFICIAL INTELLIGENCE

   I. Plander (ed.)

   VEDA Publishing House of the Slovak Academy of Sciences,

   Klemenosova 19, 814 30 Bratislava, Slovakia.

   Published bimonthly, order from:

   Lange & Springer GmbH, Foller Str.2, P.O.B. 10 16 10,

   5000 Koln 1, Germany.


   INTERNATIONAL JOURNAL OF AI TOOLS

   World Scientific Publishing Co., Inc.

   1060 Main Street, River Edge, NJ 07661

   Tel: 1-800-227-7562


   ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE

   J.C. Baltzer AG Scientific Publishing Company, Wettsteinplatz 10,

   CH-4058 Basel, Switzerland, tel 41-61-691-89-25, fax 41-61-692-42-62.

   In the United States, send orders to J. C. Baltzer AG, Scientific

   Publishing Company, PO Box 8577, Red Bank, NJ 07701-8577.

   Subscriptions: Individuals Sfr. 130.00/$80.00


   OBJECT-ORIENTED SYSTEMS

   Published 4 times annually. ISSN 0969-9767.

   Subscriptions: Institutions US$210/120 pounds EC/130 pounds RoW

  Individuals  US$93/50 pounds EC/50 pounds RoW

   USA/Canada: Journals Promotion Dept., Chapman & Hall, 29 West 35th

   Street, New York, NY 20001-2299, USA, 212-244-3336, fax 212-244-3426,

   E-mail 71201.1651@compuserve.com.

   EC/RoW: Journals Promotions Dept., Chapman & Hall, 2-6 Boundary Row,

   London SE1 8HN, UK, +44 (0)71-865-0066, fax +44 (0)71-522-9623, E-mail

   journal@chall.mhs.compuserve.com.


Journals -- Applied AI:


   APPLIED ARTIFICIAL INTELLIGENCE

   Published 4 times annually. ISSN 0883-9514

   Subscriptions: Institutions $176; Individuals $84.

   Hemisphere Publishing Corp., 1900 Frost Rd., Suite 101, Bristol, PA 19007

   215-785-5800, fax 215-785-5515.

   (in the UK, write to Taylor & Francis Ltd., Rankine Rd., Baskingstoke,

   Hampshire RG24 0PR, UK, call +44-256-840366, or fax +44-256-479438)


   APPLIED INTELLIGENCE

   The International Journal of Artificial Intelligence, Neural Networks,

   and Complex Problem-Solving Technologies

   Subscriptions: Institutions $217; Individuals $75.

   Editor in Chief: Dr. Moonis Ali, Professor of Computer Science, The

   University of Tennessee Space Institute, Tullahoma, TN 37388

   Publisher: Kluwer Academic Publishers, P.O. Box 358, Accord Station,

   Hingham, MA 02018-0358, <kluwer@world.std.com>.


Journals -- AI and Law:


   ARTICIAL INTELLIGENCE AND LAW

   Subscriptions: $158, including postage        

   Kluwer Academic Publishers, PO Box 322, 3300 AH Dordrecht, The

   Netherlands, or Kluwer Academic Publishers, PO Box 358, Accord

   Station, Hingham, MA 02018-0358. 


Journals -- AI and Medicine:


   ARTIFICIAL INTELLIGENCE IN MEDICINE

   Published 6 times annually. ISSN Number 0933-3657.

   Subscriptions: $175.

   To order in the US, write to Elsevier Science Publishing, 655 Avenue of

   the Americas, New York, NY 10017, 212-633-3827. Outside the US,

   contact Elsevier Science Publishers, Journal Department, PO Box 211,

   1000 AE Amsterdam, The Netherlands, call +31-20-5803-642, or fax

   +31-20-5803-598. 


Journals -- Automated Reasoning:


   JOURNAL OF AUTOMATED REASONING

   Published 6 times annually. ISSN 0168-7433

   Subscriptions: Individuals $131; Institutions $263; AAR members $65.

   Kluwer Academic Publishers, PO Box 322, 3300 AH Dordrecht, The

   Netherlands, or Kluwer Academic Publishers, PO Box 358, Accord

   Station, Hingham, MA 02018-0358. 


   AUTOMATED SOFTWARE ENGINEERING

   The International Journal of Automated Reasoning and Artificial

   Intelligence in Software Engineering.

   Published quarterly.

   Kluwer Academic Publishers, PO Box 322, 3300 AH Dordrecht, The

   Netherlands, or Kluwer Academic Publishers, PO Box 358, Accord

   Station, Hingham, MA 02018-0358. 


Journals -- Concurrent Engineering:


   CONCURRENT ENGINEERING: RESEARCH & APPLICATIONS (CERA)

   Published quarterly.

   Official journal of the Concurrent Engineering Institute of the

   International Society for Productivity Enhancement (ISPE).

   Academic Press Ltd., 24-28 Oval Road, London, NW1 7DX, UK. Call

   71-267-4466, fax 71-482-2293 or 71-485-4752, or email ac2@ib.rl.ac.uk.

   Relevant to parallel processing, blackboard systems, distributed AI,

   and AI in manufacturing.

   For information about submissions, write to Biren Prasad, Managing

   Editor, CERA Institute, PO Box 250254, West Bloomfield, MI 48325, call

   313-492-0551, fax 313-661-8333, or send email to bprasad@cmsa.gmr.com.


Journals -- Engineering:


   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

   Published 6 times annually.

   Subscriptions: Institutions (1992)  235.00 or approx US$425.00; two year

   institutional rate (1992/93) 446.50 or approx US$807.50.

   North America: Pergamon Press Inc., 660 White Plains Road,

   Tarrytown, NY 10591-55153, USA.

   Rest of the World: Pergamon Press Ltd, Headington Hill Hall,

   Oxford OX3 0BW, England. Tel: Oxford (0865)794141


Journals -- Expert Systems:


   EXPERT SYSTEMS WITH APPLICATIONS

   Published 4 times annually. ISSN 0957-4174.

   Subscriptions: Institutions L85 ($155), Individuals L45 ($72).

   Pergamon Press Inc., 660 White Plains Road, Tarrytown, NY 10591-5153,

   email PPI@pergamon.com, or Pergamon Press Ltd., Headington Hill Hall,

   Oxford OX3 0BW, England.


   EXPERT SYSTEMS: THE INTERNATIONAL JOURNAL OF KNOWLEDGE ENGINEERING

   Published 4 times annually. ISSN 0266-4720.

   Subscriptions: L85 ($110)

   Learned Information Ltd., Woodside, Hinksey Hill, Oxford OX1 5AU, UK.

   Tel: +44 (0)865-730275  Fax: +44 (0)085-736354


   INTERNATIONAL JOURNAL OF EXPERT SYSTEMS

   Published 4 times annually. ISSN 0894-9077.

   Subscriptions: Institutions $135; Individuals $75. Outside the US add

   $10 for surface mail and $20 for airmail.

   JAI Press Inc., 55 Old Post Road -- No. 2, PO Box 1678, Greenwich, CT

   06836-1678.


Journals -- Genetic Algorithms:


   EVOLUTIONARY COMPUTATION

   Published 4 times annually, beginning April/May 1993.

   100 pages per issue, 7x10. ISSN 1063-6550

   Editor-in-chief: Kenneth De Jong

   Subscription Rates: Individuals $45 ($63.13 Canada, $59 elsewhere),

   Institutions $120.00 ($143.38 Canada, $134.00 elsewhere), and

   Students/Retired $30.00 ($47.08 Canada, $44.00 elsewhere).

   MIT Press Journals, 55 Hayward Street, Cambridge, MA 02142-1399, 

   617-253-2889, fax 617-258-6779, E-mail hiscox@mitvma.mit.edu.


Journals -- Machine Learning:


   MACHINE LEARNING

   Published 8 times annually. ISSN 0885-6125

   Subscriptions: Institutions $301; Individuals $140. (AAAI Individual

   Members $88)

   Kluwer Academic Publishers, PO Box 322, 3300 AH Dordrecht, The

   Netherlands, or Kluwer Academic Publishers, PO Box 358, Accord

   Station, Hingham, MA 02018-0358. 


Journals -- NLP/Speech/MT:


   COMPUTER SPEECH AND LANGUAGE

   Published 4 times annually. ISSN 0885-2308.

   Subscriptions: Institutions $136, Individuals $58.

   Academic Press Ltd., 24-28 Oval Road, London NW1, England.


   MACHINE TRANSLATION

   Published 4 times annually. ISSN 0922-6567.

   Subscriptions: Institutions $141 plus $16 postage; Individuals $55

   (members of ACL $46).

   Kluwer Academic Publishers, PO Box 322, 3300 AH Dordrecht, The

   Netherlands, or Kluwer Academic Publishers, PO Box 358, Accord

   Station, Hingham, MA 02018-0358. 


Journals -- Neural Nets/Connectionism:


   CONNECTION SCIENCE

   Published 4 times annually. ISSN 0954-0091.

   Subscriptions: Individual $82, Institution $184, Institution (UK) 74 pounds

   Carfax Publishing Company, PO Box 25, Abingdon, Oxfordshire OX14 3UE, UK. 


   THE INTERNATIONAL JOURNAL OF NEURAL NETWORKS RESEARCH & APPLICATIONS

   Published quarterly. ISSN 0954-9889.

   Learned Information Ltd., Woodside, Hinksey Hill, Oxford OX1 5AU, UK.

   Tel: +44 (0)865-730275  Fax: +44 (0)085-736354


   INTERNATIONAL JOURNAL OF NEURAL SYSTEMS

   Published quarterly. ISSN 0129-0657

   Subscriptions: Individual $42, Institution $88 (plus $9-$17 for postage)

   USA: World Scientific Publishing Co., 687 Hartwell Street, Teaneck, NJ

   07666, 201-837-8858; Eurpoe: World Scientific Publishing Co. Pte.

   Ltd., 73 Lynton Mead, Totteridge, London N20-8DH, England, (01)

   4462461; Other: World Scientific Publishing Co. Pte. Ltd., Farrer

   Road, P.O. Box 128, Singapore 9128, 2786188.


   NEURAL COMPUTING AND APPLICATIONS

   Published quarterly.

   Official journal of the Neural Computing Applications Forum. 

   Subscriptions: #120 per annum. (Free to NCAF members.)

   Springer Verlag, Service Center Secaucus, 44 Hartz Way, Secaucus, NJ 07094

   Tel: 201-348-4033 

   Springer-Verlag, Springer House, 8 Alexandra Road, LONDON SW19 7JZ

   Tel: ..44/0 81 947 1280  Fax: 0 81 947 1274

   Spqringer-Verlag, Heidelberger Platz 3, D-1000 BERLIN, Germany

   Tel: (0)30 8207-1


   NEURAL COMPUTATION

   Published quarterly since 1989. ISSN 0899-7667.

   MIT Press Journals, 55 Hayward Street Cambridge, MA 02142-9949, 617-253-2889

   Subscriptions: Individual $45, Institution $90, Students $35. Add

   $9 for foreign subscriptions.


   NEURAL NETWORKS

   Published 6 times annually. ISSN 0893-6080.

   Official journal of the International Neural Network Society.

   Subscriptions: $380

   Pergamon Press, Ltd., Headington Hill Hall, Oxford OX3 0BW, UK.

   Pergamon Press, Inc., 660 White Plains Road, Tarrytown, NY 10591-5153.


Journals -- Pattern Recognition:


   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

   Annual subscription, 1992/3, $340; individual subscription, $138. Add

   $34 for airmail. Published 5 times a year by World Scientific

   Publishing Co. Pte. Ltd., Farrer Road, PO Box 128, Singapore 9128.

   (In the US, write to World Scientific Publishing Co., Inc., River Edge,

   NJ 07661; in Europe to World Scientific Publishing Co., Inc., Totteridge,

   London N20 8DH, England.)


   PATTERN RECOGNITION

   Journal of the Pattern Recognition Society. Members receive the

   journal free of charge as part of their membership in the Society.

   Institutions may subscribe for $845.

   Pergamon Press, Ltd., Headington Hill Hall, Oxford OX3 0BW, UK.

   Pergamon Press, Inc., 660 White Plains Road, Tarrytown, NY 10591-5153.


   PATTERN RECOGNITION LETTERS

   Published 12 times annually. ISSN 0167-8655.

   Official publication of the International Association for Pattern

   Recognition. Subscriptions: $462 Institutions.

   Elsevier Science Publishing, 655 Avenue of the Americas, New York, NY

   10017, 212-633-3827. Outside the US, contact Elsevier Science

   Publishers, Attn: Ursula van Dijk, PO Box 103, 1000 AC Amsterdam, The

   Netherlands, or call +31-20-5862-608.


Journals -- Reasoning Under Uncertainty:


   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

   The treatment of Uncertainty in Artificial Intelligence

   Published 8 times a year.  ISSN 0888-613X.

   Subscriptions: Institutions $282; included with NAFIPS membership

   (see NAFIPS entry above).

   North-Holland, Elsevier Science Publishing Co., Inc., 655 Avenue of the

   Americas, New York, NY 10010


Journals -- Robotics:


   INDUSTRIAL ROBOT

   ISSN 0143-991X

   Published quarterly. $145/year

   MCB University Press Limited, 62 Toller Lane, Bradford, West

   Yorkshire, England BD8 9BY, (44) 274-499821, fax (44) 274-547143. In

   the US, write to MCB University Press Limited, PO Box 10812,

   Birmingham, AL 35201-0812, 1-800-633-4931 (1-205-995-1567), fax

   1-205-995-1588.


   INTERNATIONAL JOURNAL OF ROBOTICS AND AUTOMATION

   Published 4 times annually. ISSN 0826-8185

   Subscriptions: $165 US or 313.50 SFr. ($12 US or 22.80 SFr postage and

   handling). A special rate is available to members of IASTED.

   Write to ACTA Press, PO Box 354, CH-8053, Zurich, Switzerland or ACTA

   Press, PO Box 2481, Anaheim, CA 92814.

   IASTED is the International Association of Science and Technology for

   Development. Individual memberships are $60 US or $120 SFr and

   corporate memberships $100 US or $200.00 SFr. Members receive a

   complimentary subscription to the journal of their choice; the annual

   cost of additional journals for members is $20US/$40SFr per journal.

   Write to IASTED, PO Box 25, Station G, Calgary, Alberta, Canada T3A

   2G1, or IASTED, PO Box 354, CH-8053, Zurich, Switzerland.


   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

   MIT Press, 28 Carleton Street, Cambridge, MA 02142

   Subscriptions: $50/year to individuals


   JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS

   Three issues per volume, $58.50 per volume (individual)

   Kluwer Academic Publishers Group, PO Box 322, 3300 AH Dordrecht,

   The Netherlands. In the US write to Kluwer Academic Publishers, PO Box 358,

   Accord Station, Hingham, MA 02018-0358.  


   ROBOTICS TODAY

   Society of Manufacturing Engineers, One SME Drive, PO Box 930,

   Dearborn, MI 48121. 313-271-1500


   ROBOTICS WORLD

   Published quarterly.

   Communication Channels, 6255 Barfield Road, Atlanta, GA 30328

   404-256-9800

   A magazine of flexible automation for the end-user. 

   They also publish the Robotics World Directory for $49.95


   ROBOT (Japanese)

   Industrial Robots and Application Systems

   Published bimonthly.

   Japan Industrial Robot Association (JIRA)

   Kikai-Shinko Building, 3-5-8, Shiba-Kohen, Mina To-ku, Tokyo, Japan

   Tokyo (03) 3434-2919, fax (03) 3578-1404


   ROBOTICA 

   International Journal of Information, Education and Research

   in Robotics and Artificial Intelligence.

   Published quarterly, US $179/year.

   Cambridge University Press, The Edinburgh Building, Shaftesbury Road,

   Cambridge CB2 2RU, UK. In the US write to Cambridge University Press, 

   Journals Department, 40 West 20th Street, New York, NY 10011-4211.


Journals -- User Modeling:


   USER MODELING AND USER-ADAPTED INTERACTION

   4 issues per annum, ISSN 0924-1868,

   $153.50 p.a. ($50 for individuals)

   Kluwer Academic Publishers Group,

   P.O. Box 322, 3300 AH Dordrecht,

   The Netherlands.


Journals -- Virtual Reality:


   PRESENCE

   Subscriptions: $50 individual, $120 institutions, $40 students/retired

   (higher rates for Canada and overseas)

   MIT Press Journals

   55 Hayward Street, Cambridge, MA  02142-1399

   617-253-2889, fax 617-258-6779

   hiscox@mitvma.mit.edu


Journals -- Vision:


   MACHINE VISION AND APPLICATIONS

   Published 4 times annually. ISSN 0932-8092.

   Subscriptions: Institutions $106 (plus $11 p&h); Individuals $54 (incl p&h).

   Springer-Verlag New York Inc., Journal Fulfillment Services, 44 Hartz

   Way, Secaucus, NJ 07094, 1-800-SPRINGER.


   INTERNATIONAL JOURNAL OF COMPUTER VISION

   Published 6 times annually. ISSN 0920-5691.

   Subscriptions: Institutions $229; Individuals $115. Add $8 for airmail.

   Kluwer Academic Publishers, PO Box 322, 3300 AH Dordrecht, The

   Netherlands, or Kluwer Academic Publishers, PO Box 358, Accord

   Station, Hingham, MA 02018-0358. 


Other Journals and Magzines:

   If you have the subscription information for the following, please

   send a message with that information to mkant+ai-faq@cs.cmu.edu.


   Journals: 


   Behavioral and Brain Sciences

   Brain and Cognition

   Brain and Language

   Cognition

   Cognition and Brain Theory

   Cognitive Psychology

   Computer Vision, Graphics, and Image Processing

   Human Intelligence

   IEEE Transactions on Fuzzy Sets and Systems ?

   International Journal of Man-Machine Studies

   Journal of the Association for the Study of Perception

   Journal of Intelligent Systems

   Journal of Intelligent & Robotic Systems

   Journal of Logic Programming

   Journal of Symbolic Computing

   New Generation Computing (logic programming)

   Speech Technology


   Magazines:


   Annual Review in Automatic Programming

   Artificial Intelligence Report

   IEEE Control Systems Magazine (often has articles about NNs and

      fuzzy systems) 

   Robotics Age


----------------------------------------------------------------

Subject: [1-2] How do I get a copy of the proceedings to conference <x>?


First, ask your librarian for help. If your local library doesn't have it,

they may be able to get it on interlibrary loan.


If you want to buy your own copy, first check with the organization that

ran the conference. See the answer to question [1-1] for a list of many of

the AI organizations that sponsor conferences.


If they can't help you, contact the Institute for Scientific Information

(ISI), and look up the proceedings in their Index to Scientific and

Technical Proceedings (ISTP volumes). You can contact the ISI at


   Institute for Scientific Information, Inc.

   3501 Market Street

   Philadelphia, PA 19104

   Phone: 215-386-0100

   Fax: 215-386-6362


Another source for proceedings author and subject indexes is:


   Directory of Published Proceedings. 

   Series SEMT: Science/Engineering/Medicine/Technology.

   Published monthly with annual cumulations by InterDok, Harrison, NY. 

   ISSN 0012-3293.


----------------------------------------------------------------

Subject: [1-4] What are the rules for the game of "Life"?


Cellular Automata, of which Life is an example, were suggested by

Stanislaw Ulam in the 1940s, and first formalized by von Neumann.

Conway's "Game of Life" was popularized in Martin Gardner's

mathematical games column in the October 1970 and February 1971 issues

of Scientific American. (Shorter notes on life are alse given in the

column in each month from October 1970 to April 1971, and well as

November 1971, January 1972, and December 1972.) There's also quite a

bit on the game in "The Recursive Universe", by William Poundstone,

Oxford University Press, 1987, 252 pages.

 

The rules for the game of life are quite simple. The game board is a

rectangular cell array, with each cell either empty or filled. At each

tick of the clock, we generate the next generation by the following rules:


if a cell is empty, fill it if 3 of its neighbors are filled

(otherwise leave it empty)


if a cell is filled, it

dies of loneliness if it has 1 or fewer neighbors

continues to live if it has 2 or 3 neighbors

dies of overcrowding if it has more than 3 neighbors


Neighbors include the cells on the diagonals. Some implementations use

a torus-based array (edges joined top-to-bottom and left-to-right) for

computing neighbors. 


For example, a row of 3 filled cells will become a column of 3 filled

cells in the next generation. The R pentomino is an interesting

pattern: 

      xx

     xx

      x

Try it with other patterns of 5 cells initially occupied. If you

record the ages of cells, and map the ages to colors, you can get a

variety of beautiful images.


When implementing Life, be sure to maintain separate arrays for the

old and new generation. Updating the array in place will not work

correctly. 

----------------------------------------------------------------

Subject: [1-5] What AI competitions exist?


The Loebner Prize, based on a fund of over $100,000 established by New

York businessman Hugh G. Loebner, is awarded annually for the computer

program that best emulates natural human behavior. During the

contest, a panel of independent judges attempts to determine whether

the responses on a computer terminal are being produced by a computer

or a person, along the lines of the Turing Test. The designers of the

best program each year win a cash award and a medal. If a program

passes the test in all its particulars, then the entire fund will be

paid to the program's designer and the fund abolished. For further

information about the Loebner Prize, write Dr. Robert Epstein,

Executive Director, Cambridge Center for Behavioral Studies, 11

Waterhouse Street, Cambridge, MA 02138, or call 617-491-9020.


The BEAM Robot Olympics is a robot exhibition/competition started in

1991. For more information about the competition, write to BEAM Robot

Olympics, c/o: Mark W. Tilden, MFCF, University of Waterloo, Ontario,

Canada, N2L-3G1, 519-885-1211 x2454, mwtilden@watmath.uwaterloo.ca.


The Gordon Bell Prize competition recognizes outstanding achievements

in the application of parallel processing to practical scientific and

engineering problems. Entries are considered in performance,

price/performance, compiler parallelization and speedup categories,

and a total of $3,000 will be awarded. The prizes are sponsored by

Gordon Bell, a former National Science Foundation division director

who is now an independent consultant.  Contestants should send a

three- or four-page executive summary to 1993 Gordon Bell Prize, 

c/o Marilyn Potes, IEEE Computer Society, 10662 Los Vaqueros Cir., 

PO Box 3014, Los Alamitos, CA 90720-1264, before May 31, 1993.


AAAI has an annual robot building competition.  The anonymous FTP site

for the contest is/was aeneas.mit.edu in pub/ACS/6.270/AAAI. This site

has the manual and the rules.  To be added to the rbl-94@ai.mit.edu

mailing list for discussing the AAAI robot building contest, send mail

to rbl-94-request@ai.mit.edu. See also the 6.270 robot building guide

in part 3 of this FAQ.


----------------------------------------------------------------

Subject:  [1-8] Commercial AI products.


Commercial Expert System Shells are listed in [6-2].


See the Robotics FAQ for information on Robotics manufacturers.


Stiquito is a small (3cm H x 7cm W x 6cm L), simple (32 parts) and

inexpensive (< $30) nitinol-propelled hexapod robot developed at the

Indiana University (Bloomington) Robotics Laboratory.  Its legs are

propelled by nitnol actuator wires. Each leg has one degree of freedom.

The robot walks up to 10 centimeters per minute and can carry a 9-volt

cell, a MOSIS "tiny chip" and power transistors to drive the nitinol

actuator wires. Nitinol wire (aka BioMetal, Flexinol), is a nickel-titanium

alloy which exerts useful force as it is heated by passing a current

through it. IUCS Technical Report 363a describes Stiquito's construction

and is available by anonymous ftp from cs.indiana.edu:/pub/stiquito

(129.79.254.191) as are many other related files.  The tech report is also

available by US mail for $5 (checks or money orders should be made payable

to "Indiana University") from Computer Science Department, Attn: TR 363a

215, Lindley Hall, Indiana University, Bloomington, Indiana 47405. A kit

containing all the materials needed to construct a simple version of

Stiquito and its controller is available for an extra $10 from the above

address (use attn line "Stiquito Kit"). To receive a video showing the

assembly of Stiquito, include an additional $10 and add "Video" to the

"Attn:" line.  Anyone may build and use Stiquitos in any quantity for

educational or research purposes, but Indiana University reserves all

rights to commercial applications. Questions about Stiquito should be sent

to Prof. Jonathan W. Mills <stiquito@cs.indiana.edu>. To join the Stiquito

mailing list run by Jon Blow of UC/Berkeley, send mail to

stiquito-request@xcf.berkeley.edu.



Togai InfraLogic, Inc. (TIL) is a supplier of fuzzy logic and fuzzy

expert system software and hardware. For more information, write to

Togai InfraLogic, Inc., 5 Vanderbilt, Irvine, CA 92718, call +1 714

975 8522, fax +1 714 975 8524, or send email to info@til.com or

til!info.  TIL also supports an email-server that can be reached at

fuzzy-server@til.com or til!fuzzy-server.  Send an email message that

contains just the word "help" in either the subject line or the

message body for more information. A list of products can be obtained

by sending a message that contains only the line "send products.txt"

to the email-server. For an index of the contents of the server, send

a message with the line "send index".


The following is from Risks Digest 13.83 -- I have no idea what the software

does, but Colby did head up the PARRY project:


  FEELING HELPLESS ABOUT DEPRESSION? Overcoming Depression 2.0 provides

  computer based cognitive therapy for depression with therapeutic

  dialogue in everyday language.  Created by Kenneth Mark Colby, M.D.,

  Professor of Psychiatry and Biobehavioural Sciences, Emeritus, UCLA.

  Personal Version ($199), Professional version ($499). Malibu

  Artificial Intelligence Works, 25307 Malibu Rd, CA 90265.

  1-800-497-6889.


----------------------------------------------------------------

Subject: [1-9] Glossary of AI terms.


This is the start of a simple glossary of short definitions for AI terminology.


   Strong AI:

Claim that computers can be made to actually think, just like human

beings do. More precisely, the claim that there exists a class of

computer programs, such that any implementation of such a program is

really thinking.


   Weak AI:

Claim that computers are important tools in the modeling and

simulation of human activity.


   Case-based Reasoning: 

Technique whereby "cases" similar to the current problem are

retrieved and their "solutions" modified to work on the current

problem. 


   Nonlinear Planning:

A planning paradigm which does not enforce a total (linear)

ordering on the components of a plan.


   Admissibility:

An admissible search algorithm is one that is guaranteed to

find an optimal path from the start node to a goal node, if

one exists. In A* search, an admissible heuristic is one that never

overestimates the distance remaining from the current node to

the goal. 


   Fuzzy Logic:

In Fuzzy Logic, truth values are real values in the closed

interval [0..1]. The definitions of the boolean operators are

extended to fit this continuous domain. By avoiding discrete

truth-values, Fuzzy Logic avoids some of the problems inherent in

either-or judgments and yields natural interpretations of utterances

like "very hot". Fuzzy Logic has applications in control theory.


   Verification:

        The process of confirming that an implemented model works as intended.


   Validation:

        The process of confirming that one's model uses measureable inputs

        and produces output that can be used to make decisions about the

        real world.


----------------------------------------------------------------

Subject:  [1-10] What are the top schools in AI?


The answer to this question is not intended to be a ranking and should

not be interpreted as such. There are several major problems with

ratings like the Gourman Report and the US News and World Report. Such

rankings are often unsubstantiated and anecdotal, their accuracy is

questionable, and they do not focus on the subfields of an area. When

selecting a graduate school, students should look for schools which

not only have excellent programs in their general area of research

but also at least one faculty member whose research interests mesh

well with the student's. Accordingly, we've broken down this list

according to topic, and sorted the schools within each topic in

ALPHABETICAL ORDER. 


For a school to be added to a topic area, there should at least two

faculty actively conducting research in that area and the school

should have a "good" reputation in that area. Exceptions are made for

schools which only have one faculty member in the area, but that

professor is a "leader" of the area, or for fields where the total

number of people working in the area is small in the first place. The

general idea behind these criteria is to ensure that a school has

enough activity in the area that a student who considers one of these

schools won't be disappointed if one of the faculty in that area is on

sabbatical or isn't taking students.


The best way for students to discover which schools are good in a

field is to ask professors (and graduate students) in their

undergraduate school for suggestions on where to apply. Reading the

research journals in the field is another good method (see question

[1-1]).


A list of email addresses for CS departments is posted once a month to

the newsgroup soc.college.gradinfo.


The Association for Computational Linguistics publishes a directory of

graduate programs in Computational Linguistics ($15 for members, $30

for others).  Contact Donald E. Walker (ACL), Bellcore, 445 South Street

MRE 2A379, Morristown, NJ 07960, +1-201-829-4312, acl@bellcore.com

for more information.


NOTE THAT THIS LIST IS PRELIMINARY AND BY NO MEANS COMPLETE.


Please feel free to suggest schools that are particularly strong in

any of these areas, or to suggest new areas to be listed.


Schools with excellent programs in most fields:

   Carnegie Mellon University (CMU)

   MIT

   Stanford


   Georgia Tech

   Imperial College

   Indiana

   Institute for the Learning Sciences, Northwestern University (ILS) 

   Maryland

   Rutgers

   SUNY/Buffalo

   Sussex University

   Toronto

   UCLA

   UC/Berkeley

   Univ. of Edinburgh

   Univ. of Illinois/Urbana-Champaign (UIUC)

   Univ. of Maryland/College Park

   Univ. of Massachusetts/Amherst

   Univ. of Michigan

   Univ. of Pittsburgh

   Univ. of Rochester

   Univ. of Southern California & USC/Information Sciences Institute

   Yale

 

AI and Manufacturing:

   Carnegie Mellon University (CMU) -- CIMDS

   Univ. of Maryland/College Park

   Univ. of Toronto

   

AI and Medicine:

   MIT

   Stanford

   Univ. of Pittsburgh


AI and Legal Reasoning:

   Imperial College

   Univ. of Massachusetts/Amherst


Artificial Life:

   UCLA


Automated Deduction/Theorem Proving:

   Imperial College

   Stanford

   Univ. of Edinburgh

   Univ. of Oregon

   Univ. of Texas/Austin


Case-Based Reasoning/Analogical Reasoning:

   Chicago

   Georgia Tech

   Institute for the Learning Sciences, Northwestern University (ILS) 

   Univ. of Massachusetts/Amherst

   Univ. of Pittsburgh


Cognitive Modelling:

   Carnegie Mellon University (CMU)

   Georgia Tech

   Indiana

   Univ. of Maryland/College Park

   Univ. of Michigan


Cognitive Science:

   Brown University

   Carnegie Mellon University (CMU)

   Georgia Tech

   Indiana University/Bloomington

   Johns Hopkins

   MIT

   Princeton

   Rutgers

   SUNY/Buffalo

   Stanford

   UC/Berkeley

   UC/San Diego

   Univ. of Colorado/Boulder

   Univ. of Edinburgh

   Univ. of Minnesota

   Univ. of Pennsylvania

   Univ. of Rochester


Connectionism/Neural Networks:

   Boston University, Cognitive and Neural Systems Department (ART networks)

   Brown University

   CalTech 

   Carnegie Mellon University (CMU) 

   Indiana

   MIT 

   Ohio State Univ.

   Stanford 

   Syracuse University

   Texas A&M

   Toronto

   UC/Berkeley

   UC/Irvine

   UC/San Diego

   UCLA

   UNC/Chapel Hill

   Univ. of Colorado/Boulder

   Univ. of Edinburgh

   Univ. of Helsinki

   Univ. of Illinois/Urbana-Champaign (UIUC)

   Univ. of Maryland/College Park

   Univ. of Massachusetts/Amherst

   Univ. of Pennsylvania

   Univ. of Southern California & USC/Information Sciences Institute


Decision Theory and AI:

   Berkeley

   MIT

   Stanford

   Univ. of Michigan

   Univ. of Washington


Distributed AI:

   Univ. of Massachusetts/Amherst

   Univ. of Michigan


Emotion:

   Carnegie Mellon University

   Institute for the Learning Sciences, Northwestern University (ILS) 


Fuzzy Logic:

   Berkeley


Genetic Algorithms:

   George Mason Univ.

   Univ. of Illinois/Urbana-Champaign (UIUC)

   Univ. of Michigan

   UCLA

   UC San Diego


Integrated AI Architectures:

   Carnegie Mellon University (CMU)

   Stanford

   Univ. of Michigan


Intelligent Tutoring, AI & Education:

   Carnegie Mellon University (Cognitive Science Department)

   Illinois Institute of Technology (IIT)

   Institute for the Learning Sciences, Northwestern University (ILS) 

   Univ. of Pittsburgh


Knowledge Representation:

   Institute for the Learning Sciences, Northwestern University (ILS) 

   Stanford

   SUNY/Buffalo

   Univ. of Maryland/College Park

   Univ. of Oregon


Logic Programming and Logic-based AI:

   Carnegie Mellon University (CMU)

   Imperial College

   Stanford

   UCLA

   Univ. of Edinburgh

   Univ. of Maryland/College Park

   Univ. of Melbourne

   Univ. of Illinois/Urbana-Champaign (UIUC)

   Univ. of Oregon

   Univ. of Pennsylvania


Machine Discovery:

   Carnegie Mellon University (CMU)


Machine Learning:

   Brown University

   Carnegie Mellon University (CMU)

   George Mason

   Georgia Tech

   Johns Hopkins

   MIT

   UCI

   Univ. of Massachusetts/Amherst

   Univ. of Michigan

   Univ. of Southern California & USC/Information Sciences Institute


Natural Language Processing (NLU, NLG, Parsing, NLI, Speech):

   Brown

   Carnegie Mellon University (CMU)

   Columbia

   Georgia Tech

   Illinois Institute of Technology (IIT)

   Institute for the Learning Sciences, Northwestern University (ILS) 

   ISI

   Indiana

   MIT

   Penn

   Stanford

   SUNY/Buffalo

   Toronto

   UCLA

   Univ. of Edinburgh 

   Univ. of Maryland/College Park

   Univ. of Massachusetts/Amherst

   Univ. of Pittsburgh

   Univ. of Rochester

   Univ. of Southern California & USC/Information Sciences Institute

   Waterloo (stylistics, MT, discourse)


Nonmonotonic Reasoning:

   Imperial College

   Stanford

   UCLA

   Univ. of Maryland/College Park

   Univ. of Oregon

   Toronto


Philosophy of AI:

   Berkeley

   MIT

   Univ. of Maryland/College Park


Planning:

   Brown University

   Carnegie Mellon University (CMU)

   Imperial College

   MIT

   Stanford

   Univ. of Maryland/College Park

   Univ. of Massachusetts/Amherst

   Univ. of Oregon

   Univ. of Pittsburgh

   Univ. of Rochester

   Univ. of Washington/Seattle

   Waterloo 


Production Systems/Expert Systems:

   Carnegie Mellon University (CMU)

   Illinois Institute of Technology (IIT)

   Stanford


Qualitative Physics and Model Based Reasoning:

   Northwestern ILS (Forbus)

   Univ. of Oregon

   Univ. of Texas

   Univ. of Washington


Reasoning Under Uncertainty (Probabilistic Reasoning, Approximate

Reasoning, etc.): 

   Brown University

   George Mason

   Oregon State University

   Stanford

   UCLA

   Univ. of Maryland/College Park

   Univ. of Rochester

   University of South Carolina


Robotics:

   Bristol Polytechnic, UK

   Brown 

   California Institute of Technology (Caltech)

   Carnegie Mellon University (CMU)

   Georgia Tech

   Harvard

   Hull University, UK

   MIT

   Naval Postgraduate School

   New York University (NYU) Courant Institute of Mathematical Sciences

   North Carolina State Univerisity/Raleigh (NCSU)

   Oxford

   Purdue

   Reading University, UK

   Rennsalear Polytechnic Institute (RPI)

   Salford University, UK

   Stanford

   Swiss Federal Institute of Technology

   UC/Berkeley

   Univ. of Alberta

   Univ. of Edinburgh

   Univ. of Kansas

   Univ. of Kentucky

   Univ. of Maryland/College Park

   Univ. of Massachusetts/Amherst

   Univ. of Michigan

   Univ. of Paris INRIA

   Univ. of Pennsylvania

   Univ. of Southern California & USC/Information Sciences Institute

   Univ. of Utah

   Univ. of Wisconsin

   Yale 


Search:

   UCLA

   Univ. of Maryland/College Park

   Univ. of Oregon


Temporal Reasoning:

   Imperial College


Virtual Reality:

   Carnegie Mellon University (CMU)

   Columbia

   Florida Institute of Technology

   MIT Media Lab

   Naval Postgraduate School

   UVA

   Univ. North Carolina/Chapel Hill (UNC)


Vision:

   Carnegie Mellon University (CMU)

   Columbia

   Johns Hopkins  

   MIT

   SUNY/Buffalo

   UCLA

   Univ. of Edinburgh

   Univ. of Maryland/College Park

   Univ. of Massachusetts/Amherst

   Univ. of Rochester

   Univ. of Southern California & USC/Information Sciences Institute


----------------------------------------------------------------

Subject: [1-11] How can I get the email address for Joe or Jill Researcher?


The AAAI membership directory is updated annually and contains

addresses, phone numbers, and email addresses for many members of AAAI

and other AI societies. Contact info@aaai.org for information on

getting a copy of the directory (you should get a free copy if you are

a member of one of the listed societies).


See also the Email Address FAQ posting to the newsgroups soc.college

and soc.net-people.


The Artificial Intelligence and Molecular Biology Researchers database

contains names, institutions, addresses, phone, fax, email, 

research interests and other related information about more than 200

researchers worldwide.  The database is available via anonymous ftp from the

host lhc.nlm.nih.gov in the directory /pub/aimb-db.  There are computer- and

human- readable versions available.  Get the README file for more

information or send email to Larry Hunter, <hunter@nlm.nih.gov>.


E-mail addresses for members of the Linguistics Society of America

(LSA) are available by anonymous ftp as

   linguistics.archive.umich.edu:linguistics/LSA.email.list 

or by sending a message to listserv@tamvm1.tamu.edu with 

"get lsa lst linguist" in the message body.


----------------------------------------------------------------



Part 2 (AI-related Newsgroups and Mailing Lists):

  List of all known AI-related newsgroups, mailing lists, and

  electronic bulletin board systems.


Outline:

   ----------------

   [0]  How to Subscribe to a Mailing List

   [1]  AI-related Newsgroups

   [2]  AI Research in a particular country

   [3]  Dial-up AI-related Bulletin Board Systems

   ----------------

   [4]  Artificial Life

   [5]  AI Applications to Human-Computer Interface Design

   [6]  AI in Education 

   [7]  Artificial Intelligence and Law 

   [8]  AI in Medicine 

   [9]  AI for Development 

   [9b] Advanced Technology for Finance

   [10] Cellular Automata 

   [11] Classification and Clustering 

   [12] Connectionism and Neural Networks 

   [13] Cybernetics and Systems 

   [14] Distributed AI 

   [15] Intelligent Systems for Economics Digest (IE-Digest) 

   [16] Expert Systems in Agriculture 

   [17] Use of Computers in the Fine Arts 

   [18] Fuzzy Logic

   [19] Genetic Algorithms and Genetic Programming 

   [20] Knowledge Acquisition 

   [21] Logic Programming, Prolog 

   [22] Machine Learning 

   [23] Natural Language Processing 

   [24] Psychology and Cognitive Science 

   [25] Robot Controller Boards 

   [26] Simulated Annealing 

   [27] Simulation 

   [28] Symbolic Math 

   [29] Uncertainty

   [30] Vision Research 

   [31] Qualitative Physics

   [40] Miscellaneous: Artificial Morality, etc.

   ----------------


Search for [#] to get to question number # quickly.


----------------------------------------------------------------

Subject: [0]  How to Subscribe to a Mailing List


To be added or deleted to any of the mailing lists described in this

post, send mail to the -request version of the list except where

otherwise noted. This sends mail to the list maintainer, instead of

annoying the membership of the entire mailing list. To subscribe to

one of the BITNET listserv forums, send mail there which contains a

line of the form

SUB <forum-name> <your-full-name>

as the first and only line in the body of the message. To unsubscribe

to a ListServ list, send 

UNSUB <forum-name>

or

SIGNOFF <forum-name>

instead.


For Lisp-related mailing lists, see part 4 of the FAQ for the

newsgroup comp.lang.lisp.


----------------------------------------------------------------

Subject: [1]  AI-related Newsgroups


Subscribe to these using your newsreader. 


comp.ai                      Artificial Intelligence

comp.ai.edu                  AI and Education

comp.ai.fuzzy                Fuzzy Logic. Archived on the Aptronix

     FuzzyNet and TIL mail-servers (see [4-1]).

comp.ai.genetic              Genetic Algorithms

comp.ai.neural-nets          Neural Nets

comp.ai.nat-lang      Natural Language Processing (unmoderated)

comp.ai.nlang-know-rep       Natural Language and Knowledge Representation

     (Moderated).

comp.robotics                Robotics. Archived at the anonymous ftp site

     wilma.cs.brown.edu:pub/comp.robotics/. Read

     the files AuthorIndex and SubjectIndex first.

comp.theory.cell-automata    Cellular Automata

comp.theory.self-org-sys     Self-Organizing Systems

comp.simulation              Simulation

comp.speech                  Speech related research, including recognition

     and synthesis. Archived at the anonymous ftp

     site svr-ftp.eng.cam.ac.uk [129.169.24.20] in the

     directory comp.speech/archive/. Other useful

                             information is archived in comp.speech/info/.

sci.lang      Linguistics

sci.math.symbolic            Symbolic Math

sci.cognitive                Cognitive Science

comp.ai.philosophy           Philosophical Foundations of AI

comp.ai.shells               Expert System Shells

comp.ai.vision               Vision Research

sci.virtual-worlds           Virtual Reality. Also available through

     the bi-directional gateway, VIRTU-L on

     LISTSERV@UIUCVMD.BITNET or

     LISTSERV@VMD.CSO.UIUC.EDU 


comp.lang.lisp               Common Lisp

comp.lang.clos               Common Lisp Object System

comp.object                  Object Oriented Programming 

                             FAQ: zaphod.uchicago.edu:/pub/faq{1,2,3}

comp.object.logic      Integrating Object-Orientend and Logic Paradigms

comp.lang.scheme             Scheme

comp.lang.lisp.mcl           Macintosh Common Lisp

comp.lang.lisp.franz         Franz Lisp

comp.lang.lisp.x             XLisp

comp.lang.prolog             Prolog and Logic Programming

comp.lang.pop                POPLOG integrated programming language &

     environment for Lisp, Prolog, ML and Pop11

comp.lang.smalltalk          Smalltalk

comp.lang.ml      Standard ML


aicom mcvax!swivax!otten@uunet.uu.net        International Usenet AI news


German AI newsgroups:

   de.sci.ki

   de.sci.ki.announce

   de.sci.ki.mod-ki

   de.sci.ki.discussion


Of the above newsgroups, the following have FAQ postings:

   comp.ai, comp.ai.fuzzy, comp.ai.genetic, comp.robotics,

   comp.speech, comp.neural-nets, comp.lang.lisp, comp.lang.scheme,

   comp.lang.clos, comp.lang.prolog 


----------------------------------------------------------------

Subject: [2] AI Research in a particular country


British AI                   alvey jws%ib.rl.ac.uk@nsfnet-relay.ac.uk

Japanese AI                  fj-ai%etl.jp@relay.cs.net

German AI                    mod-ki%unido.irb@unido.bitnet

Mexican AI                   IAMEX-L on listserv@tecmtyvm.mty.itesm.mx


The IAMEX-L list is administrated by the AI Invetigation Center in

Instituto Tecnologico y de Estudios Superiores de Monterrey (ITESM)

in Monterrey, N.L. To be added to that list, please contact:

     pl500368@tecmtyvm.bitnet (Juana Maria Gomez Puertos)

     pl157961@tecmtyvm.bitnet (Fernando Careaga Sanchez)


The newsgroup de.sci.ki.discussion is the German equivalent of comp.ai.

The newsgroup de.sci.ki.announce is for announcements about AI. The

newsgroup de.sci.ki.mod-ki is moderated by Hans-Werner Hein

<hein@damon.irf.uni-dortmund.de>.


The newsgroup aus.ai is the (unmoderated) Australian equivalent of comp.ai.


----------------------------------------------------------------

Subject: [3] Dial-up AI-related Bulletin Board Systems


The primary AI-related dial-up bulletin board systems are:


   The Interocitor  214-258-1832 (Fido 1:124/2206) V.32bis (14.4kbps)

           SysOp: Steve Rainwater  Hours: 24

           Desc: AI CD-ROM submission site, general AI archive.


   ShadeTree BBS    412-244-9416 (Fido 1:129/124)  V.22bis (2400bps)

           SysOp: Bill Keller      Hours: 8:30pm-8:30am only

           Desc: Oriented toward beginners in the field.


   C.N.S. BBS       509-62706267 (Fido 1:347/303)  USR HST (9600bps)

           SysOp: Wesley Elsberry  Hours: 24

           Desc: Best source for neural network related information.


Fuzzy Logic Related BBS's:


   Aptronix FuzzyNet:

      408-428-1883  N/8/1        1200-19,200 baud    


   The Turning Point:

      512-219-7828  N/8/1 DS/HST 1200-19,200 baud (LIBRARY)

      512-219-7848  N/8/1 DS/HST 1200-19,200 baud


   Motorola FREEBBS:

      512-891-3733  E/7/1        1200-9600   baud


   Electronic Design News (EDN) BBS:

      617-558-4241  N/8/1        1200-9600   baud


Neural Networks Related BBS's:

   Central Neural System, 509-627-6CNS (509-627-6267) 

                          8-N-1, 300-14,400 bps v.32bis or HST

                      or NEURAL_NET Echo from FidoNet 1:3407/2

   Operated by Wesley R. Elsberry, PO Box 1187, Richland, WA 99352, 

   E-mail: welsberr@sandbox.kenn.wa.us or elsberry@beta.tricity.wsu.edu.

   Elsberry will mail you files if you send him a DOS diskette, SASE,

   and a list of file names from his F3407_2.ZIP or CNS_FILE.LST index

   in the ARTICLES area. You'll need the InfoZip compression program,

   which is compatible with the PKZ204G distribution.

   Source code for this program for PC/Mac/Unix/Atari is included in

   the COMPRESS file area. CNS contains a variety of neural-network

   and AI code, mostly for PCs, but some for Unix and Mac.


----------------------------------------------------------------

Subject: [4] Artificial Life


alife@cognet.ucla.edu


The alife mailing list is for communications regarding artificial

life, a formative interdisciplinary field involving computer science,

the natural sciences, mathematics, medicine and others.  Send mail to

alife-request@cognet.ucla.edu to be added to the list.


See also the UCLA Artificial Life Depository in question [4-0].


----------------------------------------------------------------

Subject: [5] AI Applications to Human-Computer Interface Design


STUDENTS.CHI:

   students.chi@xerox.com


   The STUDENTS.CHI mailing list has been established by the SIGCHI

   Extended Executive Committee (EEC) and Xerox (the corporate sponsor of

   the CHI email distribution lists).


   The objective of STUDENTS.CHI is to distribute information and

   share perspectives of particular concern to students involved in any

   aspect of the human factors and computing field.  The Human-Computer

   Interaction field (HCI) focuses on the research, design, development and

   evaluation of human-computer communication and interaction.


   Other distribution lists include: 

      announcements.chi       Broadcasts messages of general interest

      educators.chi           Discussion of education in HCI issues

      ii.chi                  Messages related to intelligent interfaces

      intercultural.chi       Cross-cultural issues and SIGCHI

      socialaction.chi        Discussion of CHI-related Social Issues

      techprogram.chi         Long range planning of CHI conf. program

      vision.chi              Discussions related to the future of SIGCHI


   To be added to a mailing list, send a list of the CHI lists that you

   want to receive to Nick Briggs at "Registrar.chi@xerox.com".



AI-CHI:

   wiley!ai-chi@lll-lcc.llnl.gov 


   All requests to be added to or deleted from this list, problems, questions,

   etc., should be sent to wiley!ai-chi-request@LLL-LCC.LLNL.GOV.


   [This machine seems to be defunct. Anybody knowing the new location

   of the mailing list should send mail to mkant+ai-faq@cs.cmu.edu.]


----------------------------------------------------------------

Subject: [6] AI in Education 


AI-ED:

   ai-ed@sun.com (was ai-ed@sumex-aim.stanford.edu)


   Includes ICAI (intelligent computer aided instruction) and 

   ITS (intelligent tutoring systems).


   All requests to be added to or deleted from this list, problems, questions,

   etc., should be sent to ai-ed-request@sun.com.


HUMANIST:

   humanist%utorepas.bitnet@cornellc.ccs.cornell.edu


   HUMANIST is an international mailing list for discussion of

   applications of computers to scholarship in the humanities. AI

   or NLP topics sometimes come up.


   Interested individuals should send a note together with a brief

   biography to the Coordinator in the following format:


     *Family-name, Given-names <e-mail address>


     Title, mailing address(es), telephone number(s).


     Body of biography.  This should not be a c.v. and need not be very

     detailed but should cover the full range of your professional

     activities and interests, both present and past.  Mention other things

     at your discretion.  Biographies vary considerably in length, though

     few are less than 100 words or more than 500.


   Coordinator: 

     Willard McCarty <mccarty%utorepas.bitnet@cornellc.ccs.cornell.edu>


NEWEDU-L:


   NEWEDU-L@vm.usc.edu


   NEWEDU-L is dedicated to exploring new paradigms in education and

   how they can be implemented, including, among other things, the role

   of artificial intelligence in education.


   To subscribe, send a message to listserv@uscvm.bitnet or 

   listserv@vm.usc.eduwith the following line in the message body:

      SUBSCRIBE NEWEDU-L Your_full_name

   To remove yourself from the mailing list, send a message with the line

      SIGNOFF NEWEDU-L


   For further information, contact the moderators, Greg Swan and Paul

   Privateer, at npadmin@mc.maricopa.edu.


----------------------------------------------------------------

Subject: [7] Artificial Intelligence and Law 


ail-l@austin.onu.edu


To subscribe to AIL-L you should send a message to the internet address

     listserv@austin.onu.edu

The body of the message should consist of:

     subscribe AIL-L <your full name>


----------------------------------------------------------------

Subject: [8] AI in Medicine 


ai-medicine@med.stanford.edu


Focus is on computer-based medical decision support.


All requests to be added to or deleted from this list, problems, questions,

etc., should be sent to ai-medicine-request@med.stanford.edu


----------------------------------------------------------------

Subject: [9] AI for Development 


aidevaisb.ed.ac.uk


An occasional newsletter for folk interested in AI applications in

and for developing countries. The newsletter is sent to the mailing

list and to the newsgroup comp.society.development.


Send requests to be added to the mailing list to Kathleen King

<kk@aisb.ed.ac.uk>.


----------------------------------------------------------------

Subject: [9b] Advanced Technology for Finance


at-finance-board@invnext.worldbank.org


The Advanced Technology for Finance Special Interest Group of the INNS

maintains the AT-Finance mailing list for discussions of financial or

economic applications of advanced technology. Discussion sometimes

involves Neural Networks, Genetic Algorithms, Fuzzy Logic, Statistics,

Complexity theory, Artificial Life, and Nonlinear and Chaos Theory.


To subscribe, send mail to at-finance-request@invnext.worldbank.org.


For further information, send mail to the AT-Finance administrator at 

<at-finance@invnext.worldbank.org>.


----------------------------------------------------------------

Subject: [10] Cellular Automata 


cellular-automata@think.com  (aka ca@think.com)


Gatewayed to the newsgroup comp.theory.cell-automata.


Archived messages may be found at ftp.think.com in the files:

   mail/ca.archive*


All other requests to be added to or deleted from this list, problems,

questions, etc., should be sent to cellular-automata-request@think.com.


----------------------------------------------------------------

Subject: [11] Classification and Clustering 


class-l%sbccvm.bitnet@cunyvm.cuny.edu


Mailing list and file server for researchers in classification,

clustering, phylogenetic estimation, and related areas of data

analysis.


To subscribe to CLASS-L you should send a message to the internet address

     listserv%sbccvm.bitnet@cunyvm.cuny.edu

The body of the message should consist of:

     subscribe CLASS-L <your full name>

To have your name removed from the CLASS-L subscriber list, send:

     signoff CLASS-L


----------------------------------------------------------------

Subject: [12] Connectionism and Neural Networks 


Connectionism:

   connectionists@cs.cmu.edu


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to connectionists-request@cs.cmu.edu.


Neural Networks (moderated):

   Neuron@cattell.psych.upenn.edu


   Neuron-Digest is a moderated list (in digest form) dealing with all

   aspects of neural networks (and any type of network or neuromorphic

   system).  Topics include both connectionist models (artificial neural

   networks) and biological systems ("wetware"). The digest is posted to

   comp.ai.neural-nets.


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to neuron-request@cattell.psych.upenn.edu


   Neuron Digest archives are kept in the OSU Neuroprose collection

   and in cattell.psych.upenn.edu:/pub/Neuron-Digest


Users of the Rochester Connectionist Simulator:

   simulator-users@cs.rochester.edu

   simulator-bugs@cs.rochester.edu


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to simulator-request@cs.rochester.edu.


   The simulator is available in cs.rochester.edu:/pub/simulator


Users of the Stuttgart Neural Network Simulator:

   snns@informatik.uni-stuttgart.de


   To be added to the mailing list, send a message to

   listserv@informatik.uni-stuttgart.de with 

     subscribe snns <Your Full Name>

   in the message body.


   The simulator is available in 

   ifi.informatik.uni-stuttgart.de:/pub/SNNS/SNNSv2.1.tar.Z [129.69.211.1]


RNA:

   RNA on LISTSERV@UTFSM.BITNET


   RNA is a Neural Net list in Spanish.


   RNA es una lista dedicada a todas aquellas personas interesadas en el

   desarrollo e investigacion en el campo de las Redes de Neuronas

   Artificiales. El proposito de esta lista es intercambiar

   informacion, favorecer el encuentro de personas con intereses

   afines, promover la formacion de grupos de trabajos y servir de

   apoyo a quienes se integran al area. 


   Para subscribirse enviar una nota a LISTSERV@UTFSM.BITNET con el

   siguiente mensaje en el cuerpo de la nota:

      SUB RNA nombre apellido


----------------------------------------------------------------

Subject: [13] Cybernetics and Systems 


cybsys-l@bingvaxu.cc.binghamton.edu

cybsys-l%bingvmb.bitnet@cunyvm.cuny.edu


The Cybernetics and Systems mailing list is an open list serving those

working in or just interested in the interdisciplinary fields of

Systems Science, Cybernetics, and related fields (e.g.  General

Systems Theory, Complex Systems Theory, Dynamic Systems Theory,

Computer Modeling and Simulation, Network Theory, Self-Organizing

Systems Theory, Information Theory, Fuzzy Set Theory).  The list is

coordinated by members of the Systems Science department of the Watson

School at SUNY-Binghamton, and is affiliated with the International

Society for the Systems Sciences (ISSS) and the American Society for

Cybernetics (ASC).


To subscribe to cybsys-l you should send a message to the internet address

     listserv@bingvaxu.cc.binghamton.edu

     listserv%bingvmb.bitnet@cunyvm.cuny.edu

The body of the message should consist of:

     SUB CYBSYS-L <your full name>

To unsubscribe send the following command:  UNSUB CYBSYS-L


----------------------------------------------------------------

Subject: [14] Distributed AI 


DAI-List: 

   Send requests to DAI-List-request@mcc.com


MAAMAW Blackboard (Modeling Autonomous Agents in a Multi-Agent World):

   Send requests to demazeau@lifia.imag.fr

   Send submissions to maamaw@lifia.imag.fr


Distributed-AI Discussion List: 

   To subscribe or get help send COMMAND (e.g. HELP) to mailbase@mailbase.ac.uk

   Send contributions to distributed-ai@mailbase.ac.uk

   For other questions, contact the list owner, lyndon@sx.ac.uk.


Special interest group on cooperating knowledge based systems:

   ckbs@cs.keele.ac.uk.


----------------------------------------------------------------

Subject: [15] Intelligent Systems for Economics Digest (IE-Digest) 


IE-list@cs.ucl.ac.uk


The IE-digest aims to act as a forum to exchange ideas on using

`intelligent' techniques to model economic and financial systems.

Calls for papers, paper announcements and queries are welcome.


Techniques which were originally developed to model psychological and

biological processes are now receiving considerable attention as tools

for modelling and understanding economic and financial processes.

These techniques, which include neural networks, genetic algorithms

and expert systems are now being used in a wide variety of

applications including the modelling of economic cycles, modelling of

artificial economies, portfolio optimisation and credit evaluation.


To be added to the list, send mail to IE-list-request@cs.ucl.ac.uk. An

archive of back issues of the digest, as well as papers,

bibliographies and software, may be obtained by anonymous ftp from

cs.ucl.ac.uk:ie (128.16.5.31).


List moderated by Suran Goonatilake, Dept. of Computer Science,

University College London, Gower St., London WC1E 6BT, UK,

<surang@cs.ucl.ac.uk>. 


----------------------------------------------------------------

Subject: [16] Expert Systems in Agriculture 


ag-exp-l%ndsuvm1.bitnet@cunyvm.cuny.edu              


To subscribe to ag-exp-l you should send a message to the internet address

     listserv%ndsuvm1.bitnet@cunyvm.cuny.edu         

The body of the message should consist of:

     subscribe AG-EXP-L <your full name>


----------------------------------------------------------------

Subject: [17] Use of Computers in the Fine Arts 


fineart%ecs.umass.edu@relay.cs.net


The FINEART Forum is dedicated to International collaboration between

artists and scientists.  It is subsidized by the International Society for

the Arts, Science, and Technology (ISAST), 2020 Milvia, Berkeley, CA 94704.


The purpose of this bulletin board is to disseminate information regarding

the use of computers in the Fine Arts. One of the general areas of

interest is Art & AI.


----------------------------------------------------------------

Subject: [18] Fuzzy Logic


NAFIPS Fuzzy Logic Mailing List at Georgia State University:

   NAFIPS-L@gsuvm1.gsu.edu


   To subscribe send the following command to LISTSERV@GSUVM1.BITNET:

      SUB NAFIPS-L your_full_name

   where "your_full_name" is your real name, not your login Id.

   Non-BitNet users can join by sending the above command as the only

   line in the text/body of a message to LISTSERV@GSUVM1.GSU.EDU. 

   (NAFIPS = "North American Fuzzy Information Processing Society")


   Postings to this mailing list are automatically archived.


Technical University of Vienna Fuzzy Logic Mailing List:

   fuzzy-mail@vexpert.dbai.tuwien.ac.at


   To subscribe send the following command to

   listserv@vexpert.dbai.tuwien.ac.at: 

      SUB FUZZY-MAIL your_full_name

   where "your_full_name" is your real name, not your login Id.


   The listserver also gives access to some files, including the 

   "Who is Who in Fuzzy Logic" database that is currently under

   construction by Robert Fuller <rfuller@finabo.abo.fi>.


----------------------------------------------------------------

Subject: [19] Genetic Algorithms and Genetic Programming


Genetic Algorithms Digest:


   GA-List@AIC.NRL.NAVY.MIL (moderated; digest format)


   Send subscription requests to the -request form of the list 

   or to gref@aic.nrl.navy.mil.


   Past copies of the digest are archived on ftp.aic.nrl.navy.mil 

   in the /pub/galist directory. Some software is also archived there.


Discussion of genetic algorithms also appears from time to time in

comp.ai.neural-nets and comp.theory.self-org-sys.


Genetic Programming:


   genetic-programming@cs.stanford.edu


   A mailing list for discussion of Genetic Programming. See Koza's

   book for details.


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to

      genetic-programming-request@cs.stanford.edu  


   The genetic-programming mailing list is archived on

   ftp.cc.utexas.edu:pub/genetic-programming/ along with some code and papers.


Evolutionary Programming Email Digest:


   The digest is intended to promote discussions on a wide range of

   technical issues in evolutionary optimization, as well as provide

   information on upcoming conferences, events, journals, special issues,

   and other items of interest to the EP community.  Discussions on all

   areas of evolutionary computation are welcomed, including artificial

   life, evolution strategies, and genetic algorithms.  The digest is

   meant to encourage interdisciplinary communications.


   To subscribe to the digest, send mail to ep-list-request@magenta.me.fau.edu

   and include the line "subscribe ep-list" in the body of the text.  Further

   instructions will follow your subscription.


   The digest will be moderated by N. Saravanan of Florida Atlantic

   University, <saravan@amber.me.fau.edu>.


----------------------------------------------------------------

Subject: [20] Knowledge Acquisition 


kaw@swi.psy.uva.nl


KAW is a list server provided by the University of Amsterdam for

the knowledge acquisition community. It will carry news and

discussion relating to KA activities.


To join the KAW list, send a message with 

   subscribe KAW <your name>

in the body to service@swi.psy.uva.nl. For more information about the

list server, send 

   help

in the body instead.


----------------------------------------------------------------

Subject: [21] Logic Programming, Prolog 


Prolog and Logic Programming:

   prolog@sushi.stanford.edu (general)

   prolog-hackers@sushi.stanford.edu (nitty gritty)


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to prolog-request@sushi.stanford.edu


   [The host sushi.stanford.edu no longer exists, as of 11/24/92.

    Does anybody know the new location of the mailing lists?]


Concurrent Logic Programming:

   clp.x@xerox.com


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to clp-request.x@xerox.com or to

   Jacob Levy <jlevy.pa@xerox.com>.


----------------------------------------------------------------

Subject: [22] Machine Learning 


Machine Learning List:

   ml@ics.uci.edu


   The Machine Learning List is moderated.  Contributions should be

   relevant to the scientific study of machine learning. Mail requests

   to be added or deleted to ml-request@ics.uci.edu.  


   Back issues may be FTP'd from ics.uci.edu in pub/ml-list/V<X>/<N> or

   N.Z where X and N are the volume and number of the issue; ID:

   anonymous PASSWORD: <your mail address>


Reinforcement Learning:

   reinforce@cs.uwa.edu.au


   This is an informal unmoderated mailing list devoted to

   reinforcement learning.  


   To join, send mail to reinforce-request@cs.uwa.edu.au.


----------------------------------------------------------------

Subject: [23] Natural Language Processing 


Information Retrieval:

   irlist <ir-l%uccvma.bitnet@vm1.nodak.edu>


   To subscribe send the following command to LISTSERV@UCCVMA.BITNET:

      SUB IR-L your_full_name

   where "your_full_name" is your real name, not your login Id.

   Non-BitNet users can join by sending the above command as the only

   line in the text/body of a message to

   LISTSERV%UCCVMA.BITNET@VM1.NODAK.EDU. 


   Moderator: IRLUR%UCCMVSA.BITNET@VM1.NODAK.EDU


Natural Language and Knowledge Representation (moderated):

   nl-kr@cs.rpi.edu (formerly nl-kr@cs.rochester.edu)

   Gatewayed to the newsgroup comp.ai.nlang-know-rep.


   BITNET subscribers: we now have a LISTSERVer for nl-kr.

     You may send submissions to NL-KR@RPIECS

     and any listserv-style administrative requests to LISTSERV@RPIECS.


   Back issues are available from host archive.cs.rpi.edu [128.213.10.18]

   in the files nl-kr/Vxx/Nyy (ie nl-kr/V01/N01 for V1#1), mail requests

   will not be promptly satisfied.  If you can't reach `cs.rpi.edu' you

   may want to use `turing.cs.rpi.edu' instead. [The archives are in the

   process of moving to ftp.cs.rpi.edu [128.213.3.254] and gopher server

   cs.rpi.edu (port 70).]


   The NL-KR Digest will be slowly evolving into a citeable electronic journal.


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to nl-kr-request@cs.rpi.edu.


Natural Language Generation:

   siggen@cs.rpi.edu


Parsing:

   sigparse@cs.cmu.edu      


Speech Interfaces:


   Electronic Communal Temporal Lobe (or ECTL) is a moderated mailing list

   for speech interface enthusiats. To subscribe, send a message with your

   name, institution, department, daytime phone and an email address to

   ectl-request@snowhite.cis.uoguelph.ca. If you have trouble with this mail

   address, call David Leip at (519) 824-4120 x3709 (office) x4297 (lab). 


   ECTL has an anonymous ftp archive which is located at

   snowhite.cis.uoguelph.ca [131.104.48.1] in /pub/ectl. Included in the

   archive are: all issues of ECTL, as well as a list of subscribers, lists

   of speech related products (s/w & h/w),and a list of speech related

   technical report abstracts. If you would like to contribute to the

   archive, please mail: ectl-sub@snowhite.cis.uoguelph.ca If you need

   information about how to ftp, or such things, please send mail to:

   ectl-request@snoehite.cis.uoguelph.ca


Statistics, Natural Language, and Computing:

   empiricists@csli.stanford.edu


   Corpus-based studies of natural language, statistical natural language 

   processing, methods that enable systems to deal with and scale up to

   real-world usage, as well as how the various techniques can be useful

   in such areas as information retrieval and human-computer interaction.


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to empiricists-request@csli.stanford.edu


Dependency Grammar

   dg@ai.uga.edu


   Syntactic theory, analysis, and parsing using dependency grammar

   (i.e., using links between individual words rather than a constituency

   tree).


   All requests for subscriptions or other assistance should be addressed

   to mcovingt@ai.uga.edu.


Prosody:


   To subscribe, send a one-line message to listserv@purccvm.bitnet

   in the following format:


      subscribe prosody <Your Full Name>



Translation and Interpretation of Natural Language:

   lantra-l%finhutc.bitnet@cunyvm.cuny.edu


   To add or remove yourself from the list, send a message to

   listserv%finhutc.bitnet@cunyvm.cuny.edu.  The sender of the message

   you send must be the name (E-mail address) you want to add or remove

   from the list.  The text body of the message should be:

      SUBSCRIBE LANTRA-L your_full_name

   or:

      SIGNOFF LANTRA-L

   where your_full_name is your normal name, not your E-mail address.



Text Analysis and Natural Language Applications:

   SCHOLAR%CUNYVM.BITNET@uga.cc.uga.edu


   SCHOLAR is an online information service covering all aspects of

   natural language processing in such fields as literary studies,

   linguistics, history and lexicography. It consists of information like

   book reviews, project reports database listings, a conference

   calendar, and news of hardware and software relevant to the field.

   SCHOLAR is distributed occasionally as the quantity of information

   received allows. Contributions should be sent to Joseph Raben

   <jqrqc@cunyvm.cuny.edu>.


   To add or remove yourself from the list, send a message to

   listserv@cunyvm.cuny.edu.  The sender of the message

   you send must be the name (E-mail address) you want to add or remove

   from the list.  The text body of the message should be:

      SUBSCRIBE SCHOLAR your_full_name

   or:

      SIGNOFF SCHOLAR

   where your_full_name is your normal name, not your E-mail address.

   For technical assistance, send mail to <lnaqc@cunyvm.cuny.edu>.


   SCHOLAR files are available by anonymous ftp from jhuvm.hcf.jhu.edu

   (128.220.2.2). Use username scholar and type your login userid as a

   password. The index of SCHOLAR files is index.scholar. The files are

   also available by listserv.  For an explanation of the coding system

   for items in SCHOLAR, send mail to <listserv@cunyvm.cuny.edu> with the

   following as the body of the message: 

   Get SCHOLAR COD 

   To retrieve the entire release send mail to <listserv@cunyvm.cuny.edu>

   with the folowing as the body of the message: 

   Get AZ Package


Text Corpora:

   corpora@nora.hd.uib.no


   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to corpora-request@nora.hd.uib.no.


   Files relating to the mailing list are available by anonymous ftp

   from nora.hd.uib.no:pub/corpora [129.177.24.42], by mailserver

   from fileserv@nora.hd.uib.no (send a message with "help" and "index"

   in the body to get help), or by gopher from nora.hd.uib.no (port 70).


   The list is hosted at the Norwegian Computing Centre for the Humanities

   in Bergen, Norway. Questions about these services can be directed to:

   Knut Hofland <knut@x400.hd.uib.no>.


Speech production and perception:

   foNETiks <FONETIKS-REQUEST@dev.rdg.ac.uk>


   foNETiks is a monthly newsletter distributed by e-mail. The 

   focus is on speech production, speech perception, speech disorders,

   automatic speech recognition and speech synthesis. It carries

   job advertisements, notices of conferences, and other news of 

   general interest to phoneticians and speech scientists.


   The current editors are Linda Shockey and Gerry Docherty. 

   All requests to be added to or deleted from this list, problems,

   questions, etc., should be sent to FONETIKS-REQUEST@dev.rdg.ac.uk.

   Contributions should be sent to LLSFONET@cms.am.cc.reading.ac.uk.


LN:

   ln@frmop11.bitnet


   LN is an international electronic distribution list for computational

   linguistics, with a French emphasis. Although the list is primarily

   French-speaking, there are some posts in English.  Topics of interest

   include computational lexicography, study and use of corpora,

   statistical models, as well as the usual calls for papers, conference

   announcements, requests and discussions.  The list is jointly

   sponsored by the Association for Computational Linguistics (ACL) and

   the Association for Computers and the Humanities (ACH).


   To join LN, send a message to LISTSERV@FRMOP11.BITNET, containing only

   the following line:

      SUBSCRIBE LN your name


   Send messages to be transmitted on the list to LN@FRMOP11.BITNET.  

   The list is moderated by Jean Veronis <veronis@vassar.bitnet> 

   (GRTC-CNRS, France) and Pierre Zweigenbaum <zweig@frsim51.bitnet>

   (DIAM-INSERM, France).


Linguist:

   linguist@uniwa.uwa.oz.au


   The LINGUIST list is a moderated international list containing discussion

   primarily of linguistics, although discussion of related fields is welcome.


   To subscribe to the list, send a message to

      linguist-request@uniwa.uwa.oz.au

   containing as its first and only line:

      SUBSCRIBE LINGUIST


   Any other questions may be directed to linguist-editors@uniwa.uwa.oz.au


BILDIL: 

   BILDIL is a Turkish NLP Discussion Group. 


   To subscribe, send a message to listserv@trmetu.bitnet with 

      sub bildil <your name> <your last name>

   in the message body.


ELSNET:

   elsnet-list@cogsci.ed.ac.uk


   ELSNET is the European Network in Language and Speech mailing list.

   This mailing list is used to announce activities, post job openings,

   or discuss issues which are relevant to persons in the European

   natural language and speech communities.


   To join, send mail to elsnet@cogsci.ed.ac.uk


----------------------------------------------------------------

Subject: [24] Psychology and Cognitive Science 


PSYCGRAD (The Psychology Graduate Student Journal) is an online

journal of technical papers by psychology graduate students and is

edited by a team of 18 graduate student editors. To submit a paper or

article, send email to psygrd-j@acadvm1.uottawa.ca. To subscribe, send

a message "sub psygrd-j <firstname> <lastname>" to

listserv@acadvm1.uottawa.ca or read the newsgroup bit.listserv.psycgrad.


PSYCHE is a quarterly refereed electronic journal concerning the

interdisciplinary exploration of the nature of consciousness and its

relationship to the brain. To subscribe, send a message with

"SUBSCRIBE PSYCHE-L Firstname Lastname" in the body to

LISTSERV%NKI.BITNET@cunyvm.cuny.edu. Submissions may be sent to the

executive editor, Patrick Wilken, Royal Melbourne Institute of Technology,

Bundoora, Victoria 3083, AUSTRALIA, <x91007@phillip.edu.au>, (03) 388-2347. 

A discussion group PSYCHE-D has also been created for discussion of

the contents of the journal and related topics. To subscribe, send a

message with "SUBSCRIBE PSYCHE-D Firstname Lastname" in the body to

the list server. The moderator of PSYCHE-D is David Casacuberta,

<ILFF3@cc.uab.es>.


COGNEURO is a low volume mailing list for discussing matters at the

interface of cognitive science and neuroscience. To subscribe to the

list, send mail to cogneuro-request@ptolemy.arc.nasa.gov with subject

line "cogneuro: subscribe". To unsubscribe send a message to the same

address, but with subject line "cogneuro: unsubscribe". To submit an

article to the list, send a message to cogneuro@ptolemy.arc.nasa.gov.


----------------------------------------------------------------

Subject: [25] Robot Controller Boards 


robot-board@oberon.com


The purpose of the Robot Board mailing list is to discuss robot

controller boards, and robot control in general.  In particular, this

list will be used to support the Miniboard 2.0 and 6.270 board design

by Fred Martin and Randy Sargent of MIT.  However, any and all traffic

related to robot controllers is welcome.


All requests to be added to or deleted from this list, problems,

questions, etc., should be sent to robot-board-request@oberon.com.

You can also use ListServ to be added to or removed (send a message

with "help" in the body to listserv@oberon.com for more information).


----------------------------------------------------------------

Subject: [26] Simulated Annealing 


Contact: anneal-request@cs.ucla.edu (Daniel R. Greening)


This mailing list is for discussion of simulated annealing techniques,

analysis, and related issues such as stochastic optimization,

Boltzmann machines, and metricity of NP-complete move spaces.


Membership in this list is restricted to those doing active research

in simulated annealing or related areas. The list itself is

unmoderated.


----------------------------------------------------------------

Subject: [27] Simulation 


simulation@ufl.edu

Gatewayed to the newsgroup comp.simulation.


All requests to be added to or deleted from this list, problems, questions,

etc., should be sent to simulation-request@ufl.edu.


----------------------------------------------------------------

Subject: [28] Symbolic Math 


Symbolic Math <leff%smu.uucp@UUNET.UU.NET>

Gatewayed to the newsgroup sci.math.symbolic.


Mailing list covering symbolic math algorithms, applications and problems

relating to the various symbolic math languages.


Mail to be forwarded to the list should be sent to

leff%smu.uucp@uunet.uu.net (ARPANET/MilNet) or sci.math.symbolic (USENET).

Requests to be included on the list should be sent to

leff%smu.uucp@uunet.uu.net.


----------------------------------------------------------------

Subject: [29] Uncertainty


agosta@sumex-aim.stanford.edu


This mailing list is an outgrowth of the "Uncertainty in AI" conference.


Archives of the mailing list are available by anonymous ftp from

sumex-aim.stanford.edu:/var/ftp/pub/unc/ 


This list is moderated by John Mark Agosta, 415-859-4931, johnmark@sri.com.


----------------------------------------------------------------

Subject: [30] Vision Research 


vision-list@teleos.com

Send submissions to vision-list@teleos.com. All requests to be added

to or deleted from this list, problems, questions, etc., should be

sent to Phil Kahn, the list's moderator, at <vision-list-request@teleos.com>. 


cvnet%yorkvm1.bitnet@cunyvm.cuny.edu         

Color and vision research.


----------------------------------------------------------------

Subject: [31] Qualitative Physics


qphysics@cs.washington.edu


To join, send mail to qphysics-request@cs.washington.edu.


----------------------------------------------------------------

Subject: [40] Miscellaneous: Artificial Morality


Artificial Morality:


   artmoral-list@unixg.ubc.ca


   This is a mailing list for discussion of Peter Danielson's book,

   "Artificial Morality: Virtuous Robots for Virtual Games" (Routledge,

   New York, 1992) and related issues. It explores theories of rational

   morality with Prolog.


   To join the list, send an email message to

      artmoral-list-request@unixg.ubc.ca


Kappa PC: 


   ai-kappa-pc@mailbase.ac.uk


   Discussion list for users of Intellicorp's Kappa PC (a KBS/OOP/Windows

   application development package). The list is intended for discussion

   of any issues relevant to Kappa PC users, from OOP and KBS theory and

   practice to specific bugs or niggles with the product.  A library of

   code and extensions to the product will be attached to the list.


   To join the list, send a message to mailbase@mailbase.ac.uk containing

   the line:


       join ai-kappa-pc <firstname> <lastname>


   For further information, contact Andy Vann <A.M.Vann@bristol.ac.uk>,

   Dept of Civil Engineering, University of Bristol, UK, Tel (+44) 272

   303030 x3312, Fax (+44) 272 303889.


----------------------------------------------------------------



Part 3 (Bibliography):

  Bibliography of introductory texts, overviews and references

  Addresses and phone numbers for major AI publishers


Outline:

   [1]  AI in general (Introductions, Overviews)

   [1a] Major AI Publishers

   [2]  Search

   [3]  Knowledge Representation

   [4]  Logic

   [5]  Planning

   [6]  Natural Language Processing (NLP)

   [7]  Connectionism and Neural Nets

   [8]  Machine Learning

   [9]  Case-Based Reasoning

   [10] Genetic Algorithms

   [11] Production Systems, Expert Systems and Match Algorithms

   [12] Integrated AI Architectures

   [13] Fuzzy Logic

   [14] Artificial Life

   [15] Qualitative Physics and Model Based Reasoning

   [16] Task-specific Architectures for Problem Solving

   [17] Automated Deduction

   [18] Probabilistic Reasoning

   [19] Nonmonotonic Reasoning and Truth Maintenance Systems (TMS)

   [20] Robotics and Computer Vision

   [21] Distributed AI

   [22] User/Agent Modeling

   [23] Philosophy of AI

   [24] What is Cyc?

   [25] Miscellaneous: PhD Theses

   [26] Videotapes and Magazines


Search for [#] to get to question number # quickly.


----------------------------------------------------------------

Subject: [1]  AI in general (Introductions, Overviews)


Introductory texts:


    Elaine Rich & Kevin Knight, "Artificial Intelligence", 2nd edition,

    McGraw-Hill, New York, 1991. ISBN 0-07-052263-4


    Patrick Henry Winston, "Artificial Intelligence", Third Edition, 

    Addison Wesley, Reading, MA, 1992, ISBN 0-201-53377-4.


    Matthew L. Ginsberg, "Essentials of AI", Morgan Kaufmann

    Publishers, 1993, ISBN 1-55860-221-6, 430 pages, $49.95. 


Overviews and References:


    Shapiro, Stuart C. (ed), "Encyclopedia of Artificial Intelligence", 

    2nd Edition, John Wiley & Sons, New York, 1992. (1st ed, 1987)


    Alan Bundy, editor, "Catalogue of Artificial Intelligence

    Techniques", 3rd Edition, Springer Verlag, 1990, ISBN 0-387-52959-4,

    179 pages, $29.50. 


    Avron Barr and Edward A. Feigenbaum, "The Handbook of Artificial

    Intelligence", volumes 1-4, Addison-Wesley, Reading, MA, 1986.


    Sundermeyer, K., "Knowledge-Based Systems: Terminology and References",

    Wissenschaftverlag, 1991. ISBN 3-411-14941-8


    Bonnie Lynn Webber and Nils J. Nilsson, "Readings in Artificial

    Intelligence", Morgan Kaufmann, San Mateo, CA, 1981.


    Raymond Kurzweil's "The Age of Intelligent Machines", MIT Press,

    1990, 565 pages, ISBN 0-262-11121-7, $39.95. [General Introduction]


Glossaries and Dictionaries:


    Raoul N. Smith, editor, "The Facts on File Dictionary of Artificial

    Intelligence", Facts on File, New York, 1989, 211 pages. 

    ISBN 0-8160-1593-3.


    Jerry M. Rosenberg, "Dictionary of Artificial Intelligence and

    Robotics", Wiley, New York, 1986, 203 pages.


    Ellen Thro, "The Artificial Intelligence Dictionary", Microtrend Books,

    San Marcos, CA, 1991, 407 pages, ISBN 0-915391-36-8.


    P610.8, "Draft Standard Glossary of Artificial Intelligence Terminology"

    referenced in "IEEE Std 610.12-1990, IEEE Standard Glossary of

    Software Technology, December 1990".


    Colin Beardon "Artificial Intelligence Terminology: a reference guide"

    John Wiley & Sons, NY, 1989, 283 pages. ISBN 0-7458-0718-6


Older general introductions and overviews:


    Nils J. Nilsson, "Principles of Artificial Intelligence", Tioga

    Publishing Company, Palo Alto, CA, 1980.


    Eugene Charniak and Drew V. McDermott, "Introduction to Artificial

    Intelligence", Addison-Wesley, Reading, MA, 1985.


    Firebaugh, Morris W., "Artificial Intelligence: A Knowledge-Based

    Approach", PWS-Kent, Massachusetts, 1989.  ISBN 0-87835-325-9

Emphasis on the role of knowledge in the design of intelligent

systems. Includes intro to AI programming languages, extensive

discussion of expert systems and robotics, survey of parallel

machine architectures, and identification of bottlenecks in

the implementation of useful AI systems.


Surveys:


    Howard E. Shrobe, editor, "Exploring Artificial Intelligence",

    Morgan Kaufmann Publishers, San Mateo, CA, 1988.

    (Survey talks from the AAAI 1986 and 1987 conferences.)


----------------------------------------------------------------

Subject: [1a] Major AI Publishers


Ablex Publishing Corporation

355 Chestnut Street, Norwood, NJ 07648-2090

201-767-8455/8450

Fax 201-767-6717


Academic Press

1250 Sixth Avenue, San Diego, CA 92101

Orders: 800-321-5068

Fax:    619-699-6715


Addison Wesley Publishing Company, Inc.

Route 128, 1 Jacob Way, Reading, MA 01867

800-447-2226 (617-944-3700)

Fax:   617-944-8243


Benjamin Cummings Publishing Company

2727 Sand Hill Road, Menlo Park, CA 94025

415-854-0300

390 Bridge Parkway, Redwood City, CA 94065

800-552-2499, 415-594-4400

Orders: Benjamin/Cummings Publishing Company, Inc., Reading, MA 01867,

        800-447-2226, fax 800-333-3328

Canadian Orders: Addison-Wesley Publishers Ltd., PO Box 580, 26 Prince

        Andrew Place, Don Mills Ontario, CANADA M3C 2T8

        416-447-5101, fax 416-443-0948

International Orders: Addison-Wesley Publishing Company, International

        Publishing Group, Jacob Way, Reading, MA 01867

        617-944-3700, fax 617-944-0826

Information/Examination Copies: 800-950-2665


Blackwell Scientific Publications, Inc.

3 Cambridge Center, Suite 208, Cambridge, MA 02142

617-225-0401

Fax:   617-225-0412

Osney Mead, PO Box 88, Oxford, 0X2 0EL, UK

0865-240201


Cambridge University Press

40 West 20th Street, New York, NY 10022

Orders: 800-221-4512, 212-924-3900


Columbia University Press

562 West 113th Street, New York, NY 10025

800-944-8648


Computer Science Press, Inc.

41 Madison Avenue, New York, NY 10010-3546

212-576-9400


Computing Reviews

11 West 42nd Street, New York, NY 10036


Cornell University Press

Box 250, 124 Roberts Place, Ithica, NY 14851

800-666-2211


Digital Press

12 Crosby Drive, Bedford, MA 01730

617-276-1536


Elsevier Science Publishing

655 Avenue of the Americas, New York, NY 10017

212-633-3827/3650

PO Box 211, Amsterdam, 1000 AE, The Netherlands

020-580-3641

Fax:    020-580-3769


Harvard University Press

79 Garden Street, Cambridge, MA 02138

617-495-2600/2480


Houghton Miflin Company

One Memorial Drive, Cambridge, MA 02142

617-252-3000

One Beacon Street, Boston, MA 02108

800-225-3362


John Wiley & Sons, Inc.

605 Third Avenue, New York, NY 10158

212-850-6000


Kluwer Academic Publishers

101 Philip Drive, Norwell, MA 02061

617-871-6600

Fax:   617-871-6528.

Email: kluwer@world.std.com

Ftp-server: world.std.com:Kluwer/{journals,books}

   The Kluwer ftp server offers the complete table of contents for

   Kluwer's EE & CS journals, the Aims & Scope, Instruction for Authors,

   Ordering information, and LaTeX style files. This service can also be

   reached using gopher.


Lawrence Erlbaum Associates, Inc.

365 Broadway, Hillsdale, NJ 07642

800-926-6579, (201-666-4110)

Fax:   201-666-2394


Little Brown & Company

34 Beacon Street, Boston, MA 02108

617-227-0730

Fax:  617-227-4633


Macmillan Publishing 

866 Third Avenue, Third Floor, New York, NY 10022

800-257-5755 (212-702-2000)


McGraw Hill Book Company

1221 Avenue of the Americas, 43rd Floor, New York, NY 10020

800-442-9685 (212-512-2000)


MIT Press

55 Hayward Street, Cambridge, MA 02139

617-253-5642

Orders: 800-356-0343/800-326-4471 (617-625-8569)

Fax: 617-625-6660/9080


Morgan Kaufmann Publishers, Inc.

Department E17, 2929 Campus Drive, Suite 260, San Mateo, CA 94403

Orders: 800-745-7323 (415-578-9911)

Fax:    415-578-0672

Email:  morgan@unix.sri.com

    Their "Readings in X" series is a good source of information

    on various AI topics. (Many of them are listed below.)


Oxford University Press

200 Madison Avenue, New York, NY 10016

800-451-7556


Pergamon Press

395 Saw Mill River Road, Elmsford, NY 10523

800-257-5755 (914-592-7700)


Prentice Hall Inc.

College Division, 440 Sylvan Avenue, Englewood Cliffs, NJ 07632

201-592-2377

Orders: 800-223-1360 (fax to 800-495-6991)

Fax: 201-461-4573

Email: books@prenhall.com


Princeton University Press

41 William Street, Princeton, NJ 08540

800-777-4726


Random House Publishing

201 East 50th Street, New York, NY 10022

212-751-2600


Springer Verlag

175 Fifth Avenue, New York, NY 10010

800-777-4643 (201-348-4033)


University Microfilms International

300 North Zeeb Road, Ann Arbor, MI 48106

313-761-4700

   Copies of PhD theses off of microfilm.


University of Chicago Press

5801 South Ellis Avenue, Chicago, IL 60637

800-621-2736 (312-702-7700)


Van Nostrand Reinhold Company, Inc.

115 Fifth Avenue, New York, NY 10003

212-254-3232


W. H. Freeman & Company

41 Madison Avenue, New York, NY 10010

212-576-9400

Fax:   212-689-2383


W. W. Norton & Company, Inc.

500 Fifth Avenue, New York, NY 10010

800-233-4830 (212-354-5500)


----------------------------------------------------------------

Subject: [2] Search


[See also the Barr and Feigenbaum's Handbook of AI, chapter 1;

Nilsson's Principles of AI, sections 2.4.1 through 2.4.4 (A*),

sections 3.1 and 3.2 (AND/OR trees and AO*); and the Mackworth paper

in Readings in Artificial Intelligence.]


    Pearl, J. and Korf, R. E., "Search techniques", Annual Review of

    Computer Science, volume 2, J.F. Traub, B.J. Grosz, B.W. Lampson and

    N.J. Nilsson, editors, pages 451-467, Annual Reviews Inc., Palo

    Alto, CA, 1987. 


    L. Kanal and V. Kumar, "Search in Artificial Intelligence",

    Springer-Verlag, 1988.


    Hans J. Berliner, "The B* Tree Search Algorithm: A Best-First Proof

    Procedure", Artificial Intelligence, 12(1):23-40, May 1979. Also 

    appears in "Readings in Artificial Intelligence".


    Pearl, J., "Heuristics: Intelligent Search Strategies for Computer

    Problem Solving", Addison-Wesley, 1984.


    Kirkpatrick, S. Gelatt, CD, and Vecchi, MP, "Optimization by Simulated

    Annealing", Science 220(4589):671-680, 1983.


----------------------------------------------------------------

Subject: [3] Knowledge Representation


[Several papers in "Readings in Artificial Intelligence" are relevant,

including S. Amarel "On Representations of Problems on Reasoning about

Actions" and P.J. Hayes "The Frame Problem and Related Problems in AI".]

 

    Nick Cercone and Gordon McCalla, editors, "The Knowledge Frontier:

    Essays in the Representation of Knowledge", Springer-Verlag, New York,

    1987. 512 pages, $40.00, ISBN 0-38796-557-2. (This is the much

    revised version of a special issue of COMPUTER on KR.)


    Brachman, Ronald J., Levesque, Hector J. and Reiter, Ray, editors, 

    Special Volume on Knowledge Representation, Artificial Intelligence

    49(1-3), January, 1991. 


    Brachman, Ronald J. and Levesque, Hector J., editors,

    "Readings in Knowledge Representation", Morgan Kaufmann

    Publishers, 1985. 


    Ronald J. Brachman and James G. Schmolze, "An overview of the

    KL-ONE knowledge representation system", Cognitive Science,

    9:171-216, 1985.


    Ronald J. Brachman, Richard E. Fikes, and Hector J. Levesque,

    "KRYPTON: A functional approach to knowledge representation", 

    IEEE Computer, 16:67-73, 1983.


    Ronald J. Brachman, "On the epistemological status of semantic

    networks", in N.V. Findler, editor, Associative Networks, pp. 318-353.

    New York: Academic Press, 1979.


    Allen Newell, "The Knowledge Level", Artificial Intelligence,

    18:87-127, 1982. 


    Allen Newell and Herb Simon, "Computer Science as Empirical

    Enquiry: Symbols and Search", Communications of the ACM,

    19(3):113-126, 1976.


    Penny Nii, "Blackboard Systems", AI Magazine 7(3), 1986.


    Ronald J. Brachman, " ``I lied about the trees'', or, defaults and

    definitions in knowledge representation", AI Magazine 6(3):80-93, 1985.


    W.A. Woods, "What's in a link: Foundations for semantic networks", In

    D.G.  Bobrow & A. Collins (Eds.), "Representation and Understanding",

    Academic Press, New York, 1975.  Reprinted in "Readings in Cognitive

    Science", Collins & Smith (eds.), section 2.2.


----------------------------------------------------------------

Subject: [4] Logic


    Genesereth, M.R. and Nilsson, N.J., "Logical Foundations of Artificial

    Intelligence", Morgan Kaufmann Publishers, Los Altos, CA, 1987.


----------------------------------------------------------------

Subject: [6]  Natural Language Processing (NLP)


General:


    Gazdar, G. and Mellish, C., "Natural Language Processing in Lisp:

    An Introduction to Computational Linguistics", Addison-Wesley,

    Reading, Massachusetts, 1989. (There are three different editions

    of the book, one for Lisp, one for Prolog, and one for Pop-11.)


    Grosz, B.J., Sparck-Jones, K., and Webber, B.L., "Readings in

    Natural Language Processing", Morgan Kaufmann Publishers, Los

    Altos, CA, 1986.


    Robert C. Berwick, "Computational Linguistics", MIT Press, 

    Cambridge, MA, 1989, ISBN 0262-02266-4.


    Brady, Michael, and Berwick, Robert C., "Computational Models

    of Discourse", MIT Press, Cambridge, MA, 1983.


    Klaus K. Obermeier, "Natural Language Processing Technologies

    in Artificial Intelligence: The Science and Industry Perspective",

    John Wiley & Sons, New York, 1989.


    Allen, James F., "Natural Language Understanding", The

    Benjamin/Cummings Publishing Company, Menlo Park, California,

    (Addison-Wesley Publishing Company, Reading, Massachusetts),

    1988, 550 pages, ISBN 0-8053-0330-8. [A new edition is forthcoming.]


    Terry Winograd, "Language as a Cognitive Process", Addison-Wesley,

    Reading, MA, 1983.


    Schank, R. and Abelson, R.  "Scripts, Plans, Goals, and Understandings,"

    Lawrence Erlbaum Associates, Hillsdale, New Jersey, 1977.


Terminology:


    David Crystal, "A Dictionary of Linguistics and Phonetics", 3rd Edition,

    Basil Blackwell Publishers, New York, 1991.


Parsing:


    Tomita, M. (Editor), "Current Issues in Parsing Technology", 

    Kluwer Academic Publishers, Norwell, MA, 1991.


    Tomita, M., "An Efficient Context-Free Parsing Algorithm",

    Computational Linguistics 13:31-46, 1987.


    Marcus, M.  "A Theory of Syntactic Recognition for Natural Language,"

    The MIT Press, Cambridge, MA, 1980.


    Pereira, F. and Sheiber, S.  "Prolog and Natural-Language Analysis,"

    Center for the Study of Language and Information, 1987.


Probabilistic Parsing:


    Wright, J., "LR Parsing of Probabilistic Grammars with Input

    Uncertainty for Speech Recognition", Computer Speech and Language

    4:297-323, 1990. 


    Ted Briscoe and John Carroll, "Generalised Probabilistic LR Parsing of

    Natural Language (Corpora) with Unification-based Grammars",

    University of Cambridge Computer Laboratory, Technical Report Number

    224, 1991.


Natural Language Understanding:


    E. Charniak, "Passing Markers: A Theory of Contextual Influence in

    Language Comprehension", Cognitive Science, 7:171-190, 1983.


    Bertram C. Bruce, "Case systems for natural language", Artificial

    Intelligence 6:327-360, 1975.


    Yorick Wilks, "A Preferential, Pattern-Seeking, Semantics For

    Natural Language Inference", Artificial Intelligence, 6:53-74, 1975.


    Dyer, M.  "In-Depth Understanding:  A Computer Model of Integrated

    Processing for Narrative Comprehension,"  MIT Press, Cambridge, MA, 1983.


    Aravind Joshi, Bonnie Webber and Ivan Sag, "Elements of Discourse

    Understanding", Cambridge University Press, New York, 1981.


    Grosz, Barbara J. and Sidner, Candace L., "Attention, Intention, and

    the Structure of Discourse", Computational Linguistics 12(3):175-204, 1986.


    Cohen, P. R., Morgan, J. and Pollack, M., editors, "Intentions in

    Communication", MIT Press, Cambridge, MA, 1990.


Natural Language Interfaces:


    Raymond C. Perrault and Barbara J. Grosz, "Natural Language

    Interfaces", Annual Review of Computer Science, volume 1, J.F. Traub,

    editor, pages 435-452, Annual Reviews Inc., Palo Alto, CA, 1986.


Natural Language Generation:


    McKeown, Kathleen R. and Swartout, William R., "Language

    Generation and Explanation", in Zock, M. and Sabah, G.,

    editors, Advances in Natural Language Generation, Volume 1, Pages

    1-51, Ablex Publishing Company, Norwood, NJ, 1988. (Overview of

    the state of the art in natural language generation.)


    There are several books published as a result of the international

    workshops on natural language generation.


Speech:


   John Allen, Sharon Hunnicut and Dennis H. Klatt, "From Text to Speech:

   The MITalk System", Cambridge University Press, 1987. [Synthesis,

   precursor of DECtalk.]


   Frank Fallside and William A. Woods (editors), "Computer Speech Processing"

   Prentice Hall, Englewood Cliffs, NJ, 1985. 


   X. D. Huang, Y. Ariki and M. A. Jack, "Hidden Markov Models for Speech

   Recognition", Edinburgh University Press, 1990. [Analysis]


   A. Nejat Ince (editor), "Digital Speech Processing: Speech Coding,

   Synthesis, and Recognition", Kluwer Academic Publishers, Boston,

   1992. [Analysis and Synthesis]


   Dennis H. Klatt, "Review of Text-To-Speech Conversion for English",

   Journal of the Acoustic Society of America (JASA), 82:737-793,

   September 1987. [Synthesis]


   Kai-Fu Lee, "Automatic Speech Recognition: The Development of the

   SPHINX System", Kluwer Academic Publishers, Boston, MA, 1989. [Analysis]


   S. E. Levinson, L. R. Rabiner and M. M. Sondhi, "An Introduction to the

   Application of the Theory of Probabilistic Functions of a Markov Process

   to Automatic Speech Recognition" in Bell Syst. Tech. Journal

   62(4):1035-1074, April 1983.  [Analysis]


   R. P. Lippmann, "Review of Neural Networks for Speech Recognition", 

   Neural Computation, 1(1):1-38, 1989. [Analysis]


   Douglas O'Shaughnessy, "Speech Communication: Human and Machine"

   Addison-Wesley, MA, 1987. [Analysis and Synthesis]


   Lawrence R. Rabiner and Ronald W. Schafer, "Digital Processing of

   Speech Signals", Prentice Hall, Englewood Cliffs, NJ, 1978.

   [Analysis and Synthesis]


   Lawrence R. Rabiner and Biing-Hwang Juang, "Fundamentals of Speech

   Recognition", Prentice Hall, Englewood Cliffs, NJ, 1993.

   ISBN 0-13-015157-2. [Analysis]


   Ronald W. Schafer and John D. Markel (editors), "Speech Analysis",

   IEEE Press, New York, 1979. [Analysis]


   Alex Waibel and Kai-Fu Lee (editors), "Readings in Speech Recognition"

   Morgan Kaufmann Publishers, San Mateo, CA, 1990. [Analysis]


   Alex Waibel, "Prosody and Speech Recognition", Morgan Kaufmann

   Publishers, San Mateo, CA, 1988. [Analysis]


Linguistics:


   Vivian J. Cook, "Chomsky's Universal Grammar: An Introduction", Basil

   Blackwell Publisher, New York, 1988, 201 pages.


   Victoria Fromkin and Robert Rodman, "An Introduction to Language",

   Holt, Rinehart, and Winston, New York, 4th edition, 1988, 474 pages.


   Ralph Grishman, "Computational Linguistics: An Introduction",

   Cambridge University Press, New York, 1986, 193 pages.


   Liliane M.V. Haegeman, "Introduction to Government and Binding

   Theory", Basil Blackwell Publishers, Oxford, 1991, 618 pages.


   Michael A. K. Halliday, "An Introduction to Functional Grammar",

   Edward Arnold, London, 1985.


   Geoffrey C. Horrocks, "Generative Grammar", Longman, London, 1987,

   339 pages. 


   Andrew Radford, "Transformational Grammar: A First Course", Cambridge

   University Press, New York, 1988, 625 pages.


----------------------------------------------------------------

Subject: [5]  Planning


Intros, Overviews, Paper Collections:


    James Allen, James Hendler and Austin Tate, editors,

    "Readings in Planning", Morgan-Kaufmann Publishers, 1990.


    James Hendler, Austin Tate and Mark Drummond, "AI Planning: 

    Systems and Techniques", AI Magazine, May, 1990. (Review article.)


    Georgeff, M. P., "Planning," in Annual Review of Computer Science,

    Annual Reviews Inc., pages 359-400, 1987.


    Drew McDermott, "Robot Planning", AI Magazine 13:2, Summer

    1992, pp. 55-79. 


    William R. Swartout, "DARPA Workshop on Planning", AI Magazine,

    9(2):115-131, Summer, 1988. (Survey of current work and issues in

    planning.) 


    [See also Waldinger's "Achieving several goals simultaneously", in

     "Readings in Artificial Intelligence".]


STRIPS:


    Fikes, R.E. and Nilsson, N.J., "STRIPS: A new approach to the

    application of theorem proving to problem solving", Artificial

    Intelligence 2:189-208, 1971. 


ABSTRIPS:


    Sacerdoti, E. D., "Planning in a Hierarchy of Abstraction Spaces,"

    Artificial Intelligence, 5:115-135, 1974.


Conjunctive Goals:


    Chapman, D., "Planning for Conjunctive Goals", Artificial Intelligence

    32:333-377, 1987.


NOAH:


    Sacerdoti, E., "A Structure for Plans and Behavior", Artificial

    Intelligence, pages 1-65, American Elsevier, New York, 1977.


    Sacerdoti, E. D., "The Nonlinear Nature of Plans," Proc. of the Fourth

    Joint Conf. on Artificial Intelligence, Morgan Kaufmann, 1975, 206-214.


Reactive Planning:


    Agre P.E. and Chapman, D., "Pengi: An Implementation of a Theory of

    Activity", in Proceedings of the Sixth National Conference on

    Aritificial Intelligence, Seattle, WA, July 1987.


    Georgeoff, M.P. and Lansky, A.L., "Reactive Reasoning and

    Planning", in Proceedings of the Sixth National Conference on

    Artificial Intelligence, Seattle, WA, pages 677-682, July 1987.


    Simmons, R.G., "A theory of debugging plans and interpretations", in

    Proceedings of the Seventh National Conference on Artificial

    Intelligence (AAAI-88), Morgan Kaufmann Publishers, Palo Alto,

    CA, pages 94-99, 1988. 


Case-based Planning:


    Hammond, K., "Case-based Planning: Viewing Planning as a Memory Task",

    Academic Press, Cambridge, MA, 1989.


Miscellaneous:


    Stefik, M.J., "Planning with Constraints", Artificial Intelligence

    15:111-140 and 16:141-170, 1981.


    Wilkins, D.E., "Domain-Independent Planning: Representation and Plan

    Generation", Artificial Intelligence 22:269-301, 1984.


    R. Wilensky, "Meta-Planning: Representing and Using Knowledge About

    Planning in Problem Solving and Natural Language Understanding",

    Cognitive Science 5:197-233, 1981.  Reprinted in Readings in Cognitive

    Science, Collins & Smith (eds.), section 5.6.


    Thomas Dean and R. James Firby and David Miller, "Hierarchical

    Planning Involving Deadlines, Travel Time, and Resources", Computing

    Intelligence 4:381-398, 1988.


    R.S. Aylett and A.N. Fish and S.R. Bartrum, "Task planning in an

    uncertain world", International Conference on Control 2:801-806, 1991.


----------------------------------------------------------------

Subject: [7]  Connectionism and Neural Nets


Introductions and Overviews:


    Geoffrey E. Hinton, "Connectionist Learning Procedures",

    Artificial Intelligence 40(1-3):185-234, 1989.  Reprinted in

    J. Carbonell, editor, "Machine Learning: Paradigms and Methods",

    MIT Press, 1990.  Also appears as Technical Report CMU-CS-87-115

    (version 2), Carnegie Mellon University, Pittsburgh, PA, December 1987.


    Kevin Knight, "A gentle introduction to subsymbolic

    computation: Connectionism for the AI researcher". Technical Report

    CMU-CS-89-150, Carnegie Mellon University, School of Computer Science,

    Pittsburgh, PA, May 30, 1989.


    Scott Fahlman and Geoffrey Hinton, "Connectionist Architectures for

    Artificial Intelligence", IEEE Computer 20(1):100-109, January 1987.


    Hertz, J., Krogh, A., and Palmer, R.G., "Introduction to the Theory of

    Neural Computation", Addison-Wesley, 1991. 327 pages. ISBN 0-201-51560-1.


    Hecht-Nielsen, Robert, "Neurocomputing", Addison-Wesley, 1990, 433 pages.

    ISBN 0-201-09355-3.


Paper Collections:


    Rumelhart, D.E, and McClelland, J.L., editors, "Parallel Distributed

    Processing: Explorations in the Microstructure of Cognition" (Vol. 1:

    Foundations; Vol. 2: Psychological and Biological Models),  Cambridge,

    MA: MIT Press, 1986. 


    Waltz, D., and Feldman, J.A., "Connectionist Models and their Implications:

    Readings from _Cognitive Science_", Ablex, 1988.


    Mark Watson, "Common Lisp Modules -- Artificial Intelligence in the

    Era of Neural Networks and Chaos Theory", Springer-Verlag, 1991.

    Includes code written in Macintosh Common Lisp and uses the Mac

    graphical interface (the modules are portable to other Common Lisp

    implementations, but without the graphics).


    Anderson, J.A., and Rosenfeld, E., editors, "Neurocomputing: Foundations

    of Research", Cambridge MA: MIT Press, 1988.  Also "Neurocomputing

    Vol. 2: Directions for Research", Cambridge MA: MIT Press, 1991.


    Hinton, G.E., and Anderson, J.A., editors, "Parallel Models of

    Associative Memory" (updated edition), Lawrence Erlbaum Associates, 1989.


    Hinton, G.E., editor, "Connectionist Symbol Processing", MIT Press, 1990.

    [Was a special issue of Artificial Intelligence, vol. 46, nos. 1-2.]


    Touretzky, D.S., editor, "Neural Information Processing Systems", volumes

    1-4 (1988-1991), Morgan Kaufmann.  [Proceedings from the premier

    conference on neural networks.]


Connectionist Language Processing:


    See the special issue of _Connection Science_, Volume 2 Numbers 1-2, 1990.

    Also the Hinton collection "Connectionist Symbol Processing", above.


Connectionist Cognitive Science:


    Barnden, J.A., and Pollack, J.B., "Advances in Connectionist and Neural

    Computation Theory Vol. 1: High-Level Connectionist Models", Ablex, 1991.


    Quinlan, P., "Connectionism and Psychology: A Psychological Perspective on

    New Connectionist Research", University of Chicago Press, 1991.


    Waltz, D., and Feldman, J.A., editors, "Connectionist Models and their

    Implications: Readings from _Cognitive Science_", Ablex, 1988.


Philosophical Foundations:


    Pinker, S., and Mehler, J, editors, "Connections and Symbols", MIT Press,

    1988.  [Was Cognition special issue Volume 28, 1988]


    Clark, A., "Microcognition: Philosophy, Cognitive Science, and Parallel

    Distributed Processing", MIT Press, 1989.


----------------------------------------------------------------

Subject: [8]  Machine Learning


General:


    J. G. Carbonell, editor, "Machine Learning: Paradigms and Methods", MIT

    Press, Cambridge, MA 1990.


    Tom Mitchell, Jaime G. Carbonell, and Ryszard S. Michalski,

    "Machine Learning: A guide to current research", Kluwer Academic

    Publishers, Boston, 1986.


    J. W. Shavlik and T. D. Dietterich, editors, "Readings in

    Machine Learning", Morgan Kaufmann Publishers, 1990.


    [See also the article on Machine Learning from the Encyclopedia of

     Artificial Intelligence, pages 464-485.]


Decision Trees:


    Quinlan, J. Ross, "Induction of Decision Trees", Machine Learning

    1:81-106, 1986.  


    Quinlan, J. Ross, "C4.5: Programs for Machine Learning", Morgan Kaufmann

    Publishers, 1992. ISBN 1-55860-238-0. $44.95 US, $49.45 International.

    For a slight additional charge ($25), the book comes with software (ISBN

    1-55860-240-2). For software only, (ISBN 1-55860-239-9) $34.95 US,

    $38.45 International.


Probabilistic Clustering:


    Fisher, D.H., "Knowledge Acquisition Via Incremental Conceptual

    Clustering", Machine Learning 2:139-172, 1987. (Probabilistic

    clustering methods.) 


    Clancey, W.J., "Classification Problem Solving", Proceedings of the

    National Conference on Aritificial Intelligence, 49-55, Los Altos, CA,

    Morgan Kaufmann. 1984.


Version Spaces:


    Tom M. Mitchell, "Generalization as Search", Artificial Intelligence

    18:203-226, 1982.


Machine Discovery:


    Langley, P., and Zytkow, J. M., "Data-driven approaches to empirical

    discovery", Artificial Intelligence 40:283-312, 1989.


    Langley, P., Simon, H.A., Bradshaw, G.L., and Zytkow, J.M.,

    "Scientific Discovery: Computational Explorations of the Creative

    Processes", MIT Press, Cambridge, MA, 1987.


    Langley, P., Simon, H.A. and Bradshaw, G.L., "Heuristics for

    Empirical Discovery", in L. Bolc, editor, Computational Models

    of Learning, Springer-Verlag, 1987. Also appears as CMU CS

    Tech Report CMU-CS-84-14.


Chunking:


    Laird J.E., Rosenbloom, P.S. and Newell, A., "Chunking in SOAR: The

    Anatomy of a General Learning Mechanism", Machine Learning

    1:1-46, 1986. 


Explanation-Based Learning:


    Mitchell, Tom M., Keller, R. M., and Kedar-Cabelli, S. T., 

    "Explanation-based learning: A unified view", Machine Learning

    1:47-80, 1986.


Derivational Analogy:


    Carbonell, J. G., "Derivational analogy: A theory of

    reconstructive problem solving and expertise acquisition." In R.S.

    Michalski, Jaime G. Carbonell, and Tom M. Mitchell, editors, Machine

    Learning: An Artificial Intelligence Approach, Morgan Kaufmann

    Publishers, San Mateo, CA, 1986.


Theoretical Results:


    Leslie G. Valiant, "A theory of the learnable", Communications

    of the ACM, 27(11):1134--1142, 1984. 


    Haussler, D., "Quantifying Inductive Bias: AI Learning

    Algorithms and Valiant's Learning Framework", Artificial Intelligence,

    36:177-221, 1988.


----------------------------------------------------------------

Subject: [9]  Case-Based Reasoning


    Roger C. Schank, "Dynamic Memory: A Theory of Reminding and

    Learning in Computers and People", Cambridge University Press, New

    York, NY, 1982.


    Roger C. Schank and C. Riesbeck, "Inside Case-Based Reasoning",

    Lawrence Erlbaum Associates, Hillsdale, NJ, 1989.


    Craig Stanfill and David Waltz, "Toward Memory-Based

    Reasoning", Communications of the ACM, 29(12):1213-1228,

    December 1986. (Memory-based reasoning.)  


----------------------------------------------------------------

Subject: [10] Genetic Algorithms


For an extended bibliography, see the FAQ posting for comp.ai.genetic.


Overviews:


    L. B. Booker, D.E. Goldberg and J.H. Holland, "Classifier Systems and

    Genetic Algorithms", Artificial Intelligence 40(1-3):235-282,

    September 1989. 


    David E. Goldberg, "Genetic Algorithms in Search, Optimization, and

    Machine Learning", Addison-Wesley, Reading, MA, 1989, 412 pages.

    ISBN 0-201-15767-5.


    Davis, Lawrence (editor), "Handbook of Genetic Algorithms", Van

    Nostrand Reinhold, New York, 1991, ISBN 0-442-00173-8.


    See also the July 1992 issue of Scientific American.


Collections:


    Davis, Lawrence, editor, "Genetic Algorithms and Simulated

    Annealing", Morgan Kaufmann, 1989.


    Rawlins, G., editor, "Foundations of Genetic Algorithms", Morgan Kaufmann,

    1991.


    See also the Proceedings of the First/Second/Third/Fourth International

    Conference on Genetic Algorithms, published by Lawrence Erlbaum.


Miscellaneous:


    Holland, J.H. "Adaptation in Natural and Artificial Systems", University

    of Michigan Press, 1975.  Reprinted by MIT Press, 1992.


    Holland, J.H., Holyoak, K.J., Nisbett, R.E., and Thagard, P.R., "Induction:

    Processes of Inference, Learning, and Discovery", MIT Press, 1988.


    Michalewicz, Z., "Genetic algorithms + Data Structures = 

    Evolution Programs", Springer-Verlag, New York, 1992.


Genetic Programming:


    Koza, John R., "Genetic Programming:  On the programming of

    computers by means of natural selection", MIT Press, 1992, 819 pages. 

    ISBN 0-262-11170-5.


----------------------------------------------------------------

Subject: [11] Production Systems, Expert Systems and Match Algorithms


Overviews:


    Bruce G. Buchanan and Edward H. Shortliffe, "Rule-Based Expert

    Systems: The MYCIN Experiments of the Stanford Heuristic Programming

    Project", Addison-Wesley, Reading, MA, 1985. The Davis and King

    paper (chapter 4, "An overview of production systems") provides

    a good overview.


    Frederick Hayes-Roth, "The knowledge based expert system: A tutorial",

    IEEE Computer 17(9):11-28, 1984.


    Bruce G. Buchanan and R.O. Duda, "Principles of Rule-Based Systems",

    Tech Report HPP-82-14, 1982. (Discusses the design of expert

    systems, including representation, inference, and uncertainty

    management. Examples from numerous specific systems, and discusses

    which problems are suitable for attack by rule-based systems.)


OPS5:

    Charles L. Forgy, "OPS5 User's Manual", Technical Report

    CMU-CS-81-135, Carnegie Mellon University, School of Computer

    Science, Pittsburgh, PA 1981. 


RETE:

    Charles L. Forgy, "RETE: A fast algorithm for the many

    pattern/many object pattern match problem", Artificial

    Intelligence 19(1):17-37, September 1982.  


TREAT:

    Daniel P. Miranker, "TREAT: A better match algorithm for AI

    production systems". In Proceedings of the Sixth National

    Conference on Artificial Intelligence (AAAI-87), pages 42-47,

    August 1987. 


MatchBox:

    Mark Perlin, "The match box algorithm for parallel production

    system match", Technical Report CMU-CS-89-163, Carnegie Mellon

    University, School of Computer Science, Pittsburgh,

    Pennsylvania, May 1989. 


DRETE: 

    Michael A. Kelly and Rudolph E. Seviora, "An evaluation of DRETE

    on CUPID for OPS5 matching", in Proceedings of the Eleventh

    International Joint Conference on Artificial Intelligence (IJCAI-89),

    pages 84-90, Detroit MI, August 1989, Morgan Kaufmann Publishers.


----------------------------------------------------------------

Subject: [12] Integrated AI Architectures


    Kurt VanLehn, editor, "Architectures for Intelligence",

    Lawrence Erlbaum Associates, Hillsdale, NJ, 1991.


    SOAR: 

    John E. Laird, Allen Newell, and Paul S. Rosenbloom, "SOAR: An

    Architecture for General Intelligence", Artificial

    Intelligence, 33(1):1-64, 1987. 


    PRODIGY: 

    Steven Minton, Jaime G. Carbonell, Craig A. Knoblock,

    Daniel R. Kuokka, Oren Etzioni, and Yolanda Gil. 

    "Explanation-based learning: A problem solving perspective".

    Technical Report CMU-CS-89-103, Carnegie Mellon University,

    School of Computer Science, Pittsburgh, PA, 1989.


    THEO:

    Tom M. Mitchell, J. Allen, P. Chalasani, J. Cheng, Oren Etzioni,

    Marc Ringuette, and Jeffrey Schlimmer, "THEO: A Framework for

    Self-Improving Systems", in Kurt VanLehn, editor, Architectures for

    Intelligence, Lawrence Erlbaum Associates, Hillsdale, NJ, 1991.


    Subsumption Architectures:

    Brooks, R., "A Robust Layered Control System for a Mobile Robot",

    IEEE Journal of Robotics and Automation, RA-2, pages 14-23, April 1986.


----------------------------------------------------------------

Subject: [13] Fuzzy Logic


    Zadeh, L.A., "Fuzzy Sets," Information and Control, 8, 338-353, 1965.


    Klir, George J. and Folger, Tina A., "Fuzzy Sets, Uncertainty, and

    Information", Englewood Cliffs,  NJ: Prentice Hall, 1988. 


    Zimmermann, Hans J., "Fuzzy Set Theory and its Applications",

    Boston, MA, Kluwer-Nijhoff Publishing, 1985. 


    Didier Dubois, Henri Prade, and Ronald R. Yager, editors,

    "Readings in Fuzzy Systems", Morgan Kaufmann Publishers, 1992.


    Brubaker, D.I., "Fuzzy-logic Basics: Intuitive Rules Replace

    Complex Math," EDN, June 18, 1992.


    Schwartz, D.G. and Klir, G.J., "Fuzzy Logic Flowers in Japan,"

    IEEE Spectrum, July 1992.


    Kosko, B., Neural Networks and Fuzzy Systems, Prentice Hall,

    Englewood Cliffs, NJ, 1992.


----------------------------------------------------------------

Subject: [14] Artificial Life


    The best source for information is the proceedings of the

    Artificial Life conferences. The proceedings were edited by

    Christopher G. Langton and published by Addison-Wesley.

    ISBN 0-201-09356-1 and 0-201-52751-2.


       Langton, C.G., editor, "Artificial Life" (Proceedings of the First 

       International Conference), Addison-Wesley, 1989.


       Langton, C.G., Taylor, C., Farmer, J.D., and Rasmussen, S., editors,

       "Artificial Life II", Addison-Wesley, 1991.


    Forrest, S., editor, "Emergent Computation", MIT Press, 1991.


    Levy, S., "Artificial Life", Pantheon, New York, 1992.  [An

    excellent popularization] 


    Jean-Arcady Meyer and Stewart W. Wilson, "From animals to animats:

    Proceedings of the First International Conference on Simulation of

    Adaptive Behavior (1990, Paris, France)", MIT Press, Cambridge, MA,

    1991.


----------------------------------------------------------------

Subject: [15]  Qualitative Physics and Model Based Reasoning


QP Theory: 

    Forbus, K. D., Qualitative Process Theory, Artificial Intelligence,

    24:85-168, 1984.


QSIM:

    Kuipers, B., Qualitative Reasoning with Causal Models in 

    Diagnosis of Complex Systems, In D. S. Weld & J. deKleer, editors,

    Readings in Qualitative Reasoning about Physical Systems, 

    pages 257-274, chapter 10, Morgan Kaufmann Publishers, 1989.


MBR-based Diagnosis:

    Davis, R., Diagnostic Reasoning Based on Structure and Behavior,

    Artificial Intelligence, 24:347-410, 1984.


Function-based MBR:

    Sticklen, J., Chandrasekaran, B., & Bond, W. 

    Distributed Causal Reasoning. Knowledge Acquisition, 1:139-162, 1989.


----------------------------------------------------------------

Subject: [16] Task-specific Architectures for Problem Solving


Generic Tasks:

     Chandrasekaran, B., Towards a Functional Architecture for 

     Intelligence Based on Generic Information Processing Tasks, In 

     IJCAI-87, pages 1183-1192, Milan, 1987.


Components of Expertise:

     Steels, L., The Components of Expertise. AI Magazine, Summer, 1990.


KADS:

     Breuker, J., & Wielinga, B., Models of Expertise in Knowledge

     Acquisition, in G. Guida & C. Tasso, editors, Topics in 

     Expert Systems Design: Methodologies and Tools, Amsterdam:

     North Holland Publishing Company, 1989.


Role-limiting Methods:

     McDermott, J., Preliminary Steps Toward a Taxonomy of 

     Problem-Solving Methods, in S. Marcus, editor, Automating 

     Knowledge Acquisition for Expert Systems, pages 225-255,

     Boston: Kluver Academic Publishers, 1988.


----------------------------------------------------------------

Subject: [17] Automated Deduction/Theorem Proving



    C. Chang and R.C. Lee, "Symbolic Logic and Mechanical Theorem

    Proving", Academic Press, 1973.


    Alan Bundy, "The Computer Modelling of Mathematical Reasoning",

    Academic Press, 1983.


    David Duffy, "Principles of Automated Theorem Proving", John

    Wiley and Sons, 1991. 


    Larry Wos and Ross Overbeek and Ewing Lusk and Jim Boyle,

    "Automated Reasoning. Introduction and Applications",  Second Edition,

    McGraw-Hill, 1992.


   Proceedings of the 11th International Conference on Automated

   Deduction (CADE-11), D. Kapur (editor), Saratoga Springs, NY, USA,

   June 15-18, 1992, Lecture Notes in AI 607, Springer-Verlag, 1992, 793

   pages.  ISBN 0-387-55602-8 and 3-540-55602-8.

     [The CADE proceedings have a systems abstracts section with short

      descriptions of implemented systems, many of which are available

      by anonymous ftp.]


----------------------------------------------------------------

Subject: [18] Probabilistic Reasoning


    Neapolitan, Richard E., "Probabilistic Reasoning in Expert Systems:

    Theory and Algorithms", John Wiley and Sons, 1990.


    Oliver, Robert M., and Smith, James Q., editors, "Influence Diagrams,

    Belief Nets and Decision Analysis", John Wiley and Sons, 1990.


    Pearl, Judea, "Probabilistic Reasoning in Intelligent Systems:

    Networks of Plausible Inference", Morgan Kaufmann, San Mateo,

    California, 1988. [Bayesian networks]


    Shafer, Glenn, and Pearl, Judea, "Readings in Uncertain Reasoning",

    Morgan Kaufmann, San Mateo, California, 1990. 


    R.O. Duda, P.E. Hart, and N.J. Nilsson, "Subjective Bayesian Methods

    for Rule-Based Inference Systems", In Proceedings of the 1976 National

    Computer Conference, pages 1075-1082, AFIPS, 1976.


    Charniak, Eugene, "Bayesian Networks without tears", AI Magazine,

    Winter 1991, pages 50-63.


Abduction & Uncertainty:


    Charniak, E., "Motivation analysis, abductive unification, and

    nonmonotonic equality", Artifical Intelligence 34:275-95.


    Kass, A., "Adaptation-based explanation", 11th IJCAI, pages 141-47.


    Hobbs, J., et al., "Interpretation as abduction", SRI AI TR #499.


Non-AI, but relevant:


    Kahneman, D., Slovic, P., and Tversky, A., "Judgement under

    uncertainty", Cambridge University Press.


    Micheal Smithson, "Ignorance and Uncertainty: Emerging Paradigms",

    Springer-Verlag, 1989.


Current Research:


    Uncertainty in Artificial Intelligence [2|3|4|5], North-Holland.


    Proceedings of the Nth Conference on Uncertainty in Artificial

    Intelligence, Morgan Kaufmann Publishers.


----------------------------------------------------------------

Subject: [19] Nonmonotonic Reasoning and Truth Maintenance Systems (TMS)


    Matthew L. Ginsberg, "Readings in Nonmonotonic Reasoning", 

    Morgan Kaufmann, San Mateo, CA, 1987.


    Reiter, Ray, "Nonmonotonic Reasoning", Annual Review of Computer

    Science, 2:147-186, 1987. (Appears in Ginsberg.)


    Doyle, J., "Truth Maintenance Systems", Artificial Intelligence,

    12(3):231-272, 1979.


    Reiter, Raymond and de Kleer, Johan, "Foundations of Assumption-Based

    Truth Maintenance Systems: Preliminary Report", Proceedings of AAAI-87,

    pages 183-188.


    J.P. Martins, "The Truth, The Whole Truth And Nothing But the Truth:

    An Indexed Bibliography to the Literature of TMS's", AI Magazine

    (Special Issue), AAAI, 1990.


    De Kleer, J., "An assumption-based TMS", Artificial Intelligence

    28:127-162, 1986.

    De Kleer, J., "Extending the ATMS", Artificial Intelligence

    28:163-196, 1986.

    De Kleer, J., "Problem Solving with the ATMS", Artificial Intelligence

    28:197-224, 1986. 


    De Kleer, J., "A comparison of ATMS and CSP techniques", IJCAI 1989,

    pages 290-296.


    Proceedings of AAAI 1988.


    Martins & Shapiro, AI Journal, vol. 35, (1988)


    Martins & Reinfrank (eds), "Truth Maintenance Systems", published

    by Springer Verlag in their 'Lecture Notes in Computer Science'

    series, 1991.


    Reinfrank, M., Dressler, O. and Brewka, G., On the Relation

    Between Truth Maintenance and Autoepistemic Logic, IJCAI 1989.


    Selman, B. and Levesque, H.J., "Abductive and Default Reasoning: A

    Computational Core", Proceedings of AAAI-90.


----------------------------------------------------------------

Subject: [20] Robotics and Computer Vision


Introductions:


    John J. Craig, "Introduction to Robotics", Addison-Wesley,

    Reading, MA, 1989. 


    David Marr, "Vision: a computational investigation into the human

    representation and processing of visual information", W.H. Freeman,

    San Francisco, CA, 1982.


    [Three papers in the Encyclopedia of Aritificial Intelligence are

     relevant:

        Path planning and obstacle avoidance, pages 708-715

        Mobile robots, pages 957-961

        Sensors, pages 1031-1036]


Surveys:


    J. Michael Brady, "Computational approaches to image understanding",

    ACM Computing Surveys 14(1):3-71, March 1982. (Survey of methods in

    computer vision.)


Paper Collections:


    Martin A. Fischler and Oscar Firschein, editors, "Readings in

    Computer Vision", Morgan Kaufmann, San Mateo, CA, 1987.


Miscellaneous:


    The 6.270 Robot Builder's Guide, by Fred Martin. Available by

    anonymous ftp from kame.media.mit.edu (18.85.0.45) in

    ~ftp/pub/fredm/README or in cherupakha.media.mit.edu:pub/6270/docs

    [18.85.0.47]. This directory contains "The 6.270 Robot

    Builder's Guide", the course notes to the 1992 MIT LEGO Robot Design

    Competition. For more information, contact Fred Martin

    <fredm@media.mit.edu>.


Autonomous Agents:


    Rodney A. Brooks, "A Robust Layered Control System for a Mobile

    Robot", IEEE Journal of Robotics and Automation, 2:14-23, 1986.


    Rodney A. Brooks, "A Robot that Walks: Emergent Behaviour from a

    Carefully Evolved Network", Neural Computation, 1(2), 1989.


    Pattie Maes and Rodney A. Brooks, "Learning to Coordinate Behaviours", 

    Proceedings of AAAI-90, 1990.


    Pattie Maes, "How to do the right thing", Connection Science

    1(3):291-323, 1990, special issue on Hybrid Systems.


    Pattie Maes, "Designing Autonomous Agents: Theory and Practice from

    Biology to Engineering and Back", MIT Press, 1991.


    Pattie Maes, "A bottom-up mechanism for action selection in an

    artificial creature", in Adaptive Behaviour: From Animals to Animats,

    edited by S. Wilson and J-A Meijer, MIT Press, 1991.


    W. Lim and J. Eilbert, "Plan-behaviour interaction in autonomous

    navigation", Proceedings of the SPIE, 1388:464-475, 1991.


----------------------------------------------------------------

Subject: [21] Distributed AI


Collections:


    Alan H. Bond and Les Gasser, "Readings in Distributed

    Artificial Intelligence", Morgan Kaufmann, San Mateo, CA, 1988.


    Michael N.  Huhns, ed., "Distributed Artificial

    Intelligence", Morgan Kaufmann, 1987.


    Les Gasser and Michael N.  Huhns, eds., "Distributed

    Artificial Intelligence, Volume II", Morgan Kaufmann, 1989.


    (Special Issue on Distributed AI) IEEE Transactions on

    Systems, Man, and Cybernetics, Vol. 11, No. 1, Jan 1981.


    (Special Issue on Distributed AI---10 years later) IEEE

    Transactions on Systems, Man, and Cybernetics, Vol. 21,

    No. 6, Nov/Dec 1991.


    Decentralized Artificial Intelligence, Y. Demazeau ed. 1990,

    Decentralized AI 2, Demazeau, Y. & Muller, J-P, eds. 1991,     

    Decentralized AI 3, Werner & Demazeau eds. 1992,

    all published by  Elsevier Science Publishers .


[Surveys can be found in the Bond & Gasser book listed above,

and in: The Handbook of AI volume 4 1989; IEEE Systems, Man,

and Cybernetics-17(5) 1987; Kluwer Academic's AI Review-6(1)1992.] 


----------------------------------------------------------------

Subject: [22] User/Agent Modeling


    Rapaport,W. J. (1987) "Belief Systems", in the Encyclopedia of

    Artificial Intelligence, pp. 63-73.


    Afzal Ballim and Yorick Wilks, "Artifical Believers", Lawrence

    Erlbaum Associates, Hillsdale, NJ, 1991. ISBN 0-8058-0453-6.

    Contains a 92 page background section on belief modeling in AI,

    Philosophy, NLP and Linguistics. 


    Kobsa, A. & Wahlster, W. (1989) "User Models in Dialog Systems."

    Springer-Verlag, Heidelberg.


See also the journal User Modeling and User-Adapted Interaction in [1-1].


----------------------------------------------------------------

Subject: [23] Philosophy of AI


    D. McDermott, "Artificial Intelligence Meets Natural Stupidity," in

    Mind Design: Philosophy, Psychology, Artificial Intelligence, J.

    Haugeland, editor, chapter 5, pp. 143-160, MIT Press, 1981.


    H.A. Simon, "Sciences of the Artificial", 2nd Edition, MIT Press, 1981.


    A.M. Turing, "Computing Machinery And Intelligence," Mind, vol. LIX,

    no. 236, 1950.  Reprinted in "Computers and Thought", Feigenbaum &

    Feldman (eds.), 1963.  Also reprinted in "The Mind's I", Hofstadter &

    Dennett (eds.).  Also reprinted in "Readings in Cognitive Science",

    Collins & Smith (eds.), section 1.1.


    Roger Penrose, "The Emperor's New Mind: Concerning computers,

    minds, and the laws of physics", Oxford University Press, New York,

    1989, 466 pages, $30.


    Douglas R. Hofstadter and Daniel C. Dennett, "The Mind's I:

    Fantasies and Reflections on Self and Soul", Basic Books, New

    York, 1981, 501 pages, $15.50.


    Daniel C. Dennett, "Consciousness explained", 1st edition, Little,

    Brown and Company, Boston, 1991, 511 pages, $27.95.


    John Haugeland, "Artificial Intelligence: The very idea", MIT Press,

    Cambridge, MA, 1985, 287 pages.


    John Haugeland, editor, "Mind Design: Philosophy, Psychology,

    Artificial Intelligence", MIT Press, Cambridge, MA 1981, 368 pages.


    Margaret A. Boden, editor, "The Philosophy of Artificial Intelligence", 

    Oxford University Press, New York, 1990, 452 pages.


    Hans Moravec, "Mind Children: The future of robot and human intelligence",

    Harvard University Press, Cambridge, MA, 1988, 214 pages.


    Kirsh, D., editor, "Foundations of Artificial Intelligence, Special

    issues of Artificial Intelligence", The MIT Press, 1991.  Reprinted

    from Artificial Intelligence 47(1--3), 1991.


----------------------------------------------------------------

Subject: [24] What is Cyc?


Cyc is a project at MCC in Texas to build an enCYClopedic database and

reasoning engine for common sense knowledge.


    "CYC", AI Magazine 1986, 7(1), 1986.


    "Cyc: A Mid-Term Report," AI Magazine, 11(3):32-59, Fall 1990.


    "Cyc: Toward Programs With Common Sense," CACM, 33(8):30-49, 

    August 1990. 


    "Knowledge and Natural Language Processing," CACM, Aug 1990.

 

    "When will machines learn?," Machine Learning, 4(3-4):255-257,

    December 1989. 


    D.B. Lenat, R.V. Guha, "Building Large Knowledge-Based Systems", 

    Addison-Wesley, Reading, MA.


----------------------------------------------------------------

Subject: [25] Miscellaneous: PhD Theses


Be sure to check the proceedings of the various national

conferences in the area that interests you.


PhD theses can often be obtained from University Microfilms

Internatinal, 300 North Zeeb Road, Ann Arbor, MI 48106.


----------------------------------------------------------------

Subject: [26] Videotapes and Magazines


Videotapes:


   The 4th episode of the PBS series "The Machine That Changed the World" is

   a good introduction to AI. It is available for $90 from Films for the

   Humanities, 1-800-257-5126.


   Morgan Kaufmann also has a good set of tapes of AI-related lectures, but

   it runs on the expensive side.



AI-related magazines include:


   AI EXPERT

   Miller Freeman, Inc., 600 Harrison Street, San Francisco, CA 94107.

   Subscriptions: 1-800-274-2534 or 303-447-9330

   $42/year (12 issues), $6 extra in Canada and Mexico, 

   $15 extra (surface mail) or $40 (air mail) for overseas.


   PC AI

   3310 West Bell Road, Suite 119, Phoenix, AZ 85023.

   Subscriptions: 602-971-1869, fax 602-971-2321.

   $28/year (6 issues); $54 for two years; $78 for three years.

   $9 extra in Canada and Mexico, $25 extra (air mail) for all

   other countries. 


   Both magazines are excellent sources of commercial product reviews

   and frequently publish "Product Guides/Showcases" that list many of the

   commercial products available in a particular area of AI, such as

   expert systems, neural nets, natural language processing, and so on.


----------------------------------------------------------------



Part 4 (FTP Resources):

  [4-0]  General Information about FTP Resources for AI

  [4-1]  FTP Repositories

  [4-2]  FTP and Other Resources


Search for [#] to get to question number # quickly.


----------------------------------------------------------------

Subject: [4-0]  General Information about FTP Resources for AI


Remember, when ftping compressed or compacted files (.Z, .z, .arc, .fit,

etc.) to use binary mode for retrieving the files.


Files that end with a .z suffix were compressed with the patent-free

gzip (no relation to zip). Source for gzip is available from:

  prep.ai.mit.edu:pub/gnu/{gzip-1.2.3.shar,gzip-1.2.3.tar,gzip-1.2.3.msdos.exe}


If you do not have ftp access, you can FTP files by E-mail. Send a

message with the word "help" in the body to ftpmail@decwrl.dec.com.


In general, see the Lisp FAQ for Lisp-related software and the Prolog

Resource Guide and the Prolog FAQ for Prolog-related software. If a

Lisp-based or Prolog-based system is listed here, only the ftp site

and directory will be listed; for a more detailed description, see the

Lisp FAQ and the Prolog Resource Guide. For information on obtaining

the Lisp FAQ or the Prolog Resource Guide see [1-0].


When referring to software, "alpha" indicates an internal early

release, "beta" indicates an external early release, and "omega"

indicates an external "finished" release. Generally an "alpha" release

means the creator hasn't yet tested for bugs.


----------------------------------------------------------------

Subject: [4-1]  FTP Repositories


CMU AI Repository:


   Construction of the repository is taking longer than expected. (You

   don't realize how slow ftp is until you try ftping several hundred

   megabytes at a time.) We're about 90% done collecting materials,

   and are currently reorganizing the contents. It should become available

   within a week or two, the end of August at the latest. An announcement

   will be made to all relevant newsgroups and mailing lists when the

   repository is ready.


Ada Repository:


   The Ada Repository on wsmr-simtel20.army.mil (mailing list

   ada-sw@wsmr-simtel20.army.mil) contains a directory of AI programs in

   PD2:<ADA.AI>*.*. A somewhat easier to access copy of the archives is

   available as wuarchive.wustl.edu:/mirrors/ada/ai.


UCLA Artificial Life Depository:


   ftp.cognet.ucla.edu:~ftp/pub/alife [128.97.50.19]


   Repository of papers, articles, tech reports, software and other items of

   interest to Artificial Life researchers. It includes an archive of

   past postings to the alife mailing list, alife@cognet.ucla.edu (send

   mail to alife-request@cognet.ucla.edu to be added to the list).


   (Other artificial life information is available from santafe.edu

    or ftp.santafe.edu [192.12.12.1] in the directory

    pub/Artificial-Life-III.) 


Consortium for Lexical Research:

   clr.nmsu.edu [128.123.1.12]

   equivalently, lexical.nmsu.edu [128.123.1.12]


   Archive containing a variety of programs and data files related to

   natural language processing research, with a particular focus on

   lexical research. See the file catalog-short for a quick listing of

   the contents of the archive. Long descriptions are in the info/

   subdirectory. Publicly available materials are in the pub/

   subdirectory (see pub/catalog). Materials for paid-up members of the

   Consortium are in the members-only/ subdirectory.  Public materials

   include the Alvey Natural Language Tools, Sowa's Conceptual Graph

   parser implemented in YACC by Maurice Pagnucco, a morphological

   parsing lexicon of English, a phonological rule compiler for PC-KIMMO,

   C source code for the NIST SGML parser, PC-KIMMO sources, the 1911

   Roget Thesaurus, and a variety of word lists (including English,

   Dutch, and male/female/last names).  Comments and questions may be

   directed to lexical@nmsu.edu.


FJ Repository:


   The FJ Repository contains freeware from Japan (FJ = "From Japan"). 

   The fj.sources subdirectory is a good place to look for free

   software from Japan. Some files in the repository may contain

   Kana and Kanji characters. The repository is available by

   anonymous ftp from 

      utsun.s.u-tokyo.ac.jp:fj/fj.sources [133.11.11.11]

   The file Index contains an index of all the files in each volume.

   Files of particular interest include:

      v07/786:  Portable Prolog for Common Lisp

      v25/2577: General-Purpose Fuzzy Inference Library Ver. 3.0 (1/1)


Fuzzy Logic Repositories:


   ntia.its.bldrdoc.gov:pub/fuzzy [132.163.64.201] contains information

   concerning fuzzy logic, including bibliographies (bib/), product 

   descriptions and demo versions (com/), machine readable published

   papers (lit/), miscellaneous information, documents and reports (txt/), 

   and programs, code and compilers (prog/). You may download new items 

   into the new/ subdirectory. If you deposit anything in new/, please 

   inform fuzzy@its.bldrdoc.gov. The repository is maintained by 

   Timothy Butler, tim@its.bldrdoc.gov. The Fuzzy Logic Repository is also 

   accessible through a mail server, rnalib@its.bldrdoc.gov. For help on 

   using the server, send mail to the server with the following line in 

   the body of the message:

     @@ help

   Other commands available include index, list, find, send, and credits.


   Ostfold Regional College in Norway recently started a ftp site

   for material related to fuzzy logic, ftp.dhhalden.no:pub/Fuzzy/ 

   [158.36.33.11]. Material to be included in the archive (e.g., 

   papers and code) may be placed in the upload/ directory. Now holds the 

   files from Togai's mail-server, and other files from Timothy Butler's 

   site ntia.its.bldrdoc.gov. It also includes some demo programs. Send

   email to Asgeir Osterhus, <asgeiro@dhhalden.no>.


   Togai InfraLogic, Inc. (TIL) also runs a fuzzy logic email server

   which contains demo versions of some of their software, fuzzy logic

   bibliographies, conference announcements, a short introduction to

   fuzzy logic, copies of the company newsletter, archives of

   comp.ai.fuzzy, and so on. See the entry in the answer to question

   [1-8] for more information on the company. To get started with the

   fuzzy logic email server, send a message with NO SUBJECT LINE to

   fuzzy-server@til.com, containing just the word "help" in the message

   body.  The server will reply with a set of instructions.     Please

   address any comments, questions or requests to either erik@til.com or

   tanaka@til.com. Most of the contents of the TIL server is mirrored at

   Tim Butler's fuzzy logic ftp repository at ntia.its.bldrdoc.gov and at

   Ostfold ftp repository at ftp.dhhalden.no.  For more information,

   write to Togai InfraLogic, Inc., 5 Vanderbilt, Irvine, CA 92718 or

   call 714-975-8522.


   The Aptronix FuzzyNet files are available through an email

   server. Send email to fuzzynet@aptronix.com with "help"

   in the message body to get instructions on how to retrieve files.

   "catalog" or "index" will get you a listing of available files.

   (You can also connect to the FuzzyNet repository by modem to Aptronix

   FuzzyNet 408-428-1883 N/8/1 1200-19,200 baud.) Files on the server

   include descriptions of fuzzy logic applications (e.g., washing

   machines, camera focusing, air conditioning), introductory materials,

   Fide related information, archives of comp.ai.fuzzy, etc.     If you'd

   like to have a file included in the FuzzyNet server (e.g., moderate

   length technical reports), send email to Scott Irwin

   <irwin@aptronix.com>.


Genetic Algorithms:


   The Genetic Algorithms Repository is located at ftp.aic.nrl.navy.mil. It

   includes past copies of the genetic algorithms digest in /pub/galist/, a

   copy of Nici Schraudolph's survey of free and commercial GA software in

   /pub/galist/information/ga-software-survey.txt (send email to

   <schraudo@cs.ucsd.edu> to add to the list), and some software, including

   GAC (a simple GA written in C), GAL (a simple GA written in Common Lisp),

   GAucsd, GECO (a Common Lisp toolbox for constructing genetic algorithms),

   GENESIS, GENOCOP, Paragenesis (a parallel version of GENESIS that runs on

   the CM-200), SGA-C (a C implementation/extension of Goldberg's SGA 

   system).


Genetic Programming:


   The Genetic Programming Repository is located at

   ftp.cc.utexas.edu:pub/genetic-programming/ [128.83.186.13]. It

   contains the archives of the genetic programming mailing list

   (including the GP FAQ posting), papers and source code. The source

   code includes the GP implementation from Koza's book and some related

   systems.


UC/Irvine (UCI) AI/Machine Learning Repository:


   ics.uci.edu has a variety of AI-related materials, with a special

   focus on machine learning. The directory pub/machine-learning-databases

   contains over 80 benchmark data sets for classifier systems (30mb).


   Files may also be retrieved by email using the archive server

   archive-server@ics.uci.edu. Commands to the server should be given

   in the message body. Some commands are:

        help

        send <archive> <file>

        find <archive> <string>

   The help command replies with a useful help message.


   Site Librarian: Patrick M. Murphy (ml-repository@ics.uci.edu)

   Off-Site Assistant: David W. Aha (aha@cs.jhu.edu)


Machine Learning:


   Various programs (e.g., ID3) and publications related to machine

   learning are available by anonymous ftp from the machine

   learning group (under Raymond Mooney) at UT-Austin, at

      cs.utexas.edu:pub/mooney.  

   Subdirectories include 

      ml-course information and homeworks from a graduate course

                     in machine learning taught by Dr. Mooney. Homeworks

                     include "miniatures" of various machine learning

                     systems written in Common Lisp.

      ml-code   Common Lisp code corresponding to the assignments

                     for the course in the ml-course directory.

      ml-progs  More "research-level" versions of inductive

                     classification algorithms and software for automated

                     experiments that generation learning curves that

                     compare several systems. 

      papers            Publications producted by the machine learning

                     research group.


Machine Learning Algorithms Implemented in Prolog:


   In 1988 the Special Interest Group on Machine Learning of the German

   Society for Computer Science (GI e.V.) decided to establish a library

   of PROLOG implementations of Machine Learning algorithms. The library

   includes - amongst others - PROLOG implementations of Winston's arch, 

   Becker's AQ-PROLOG, Fisher's COBWEB, Brazdil's generation of 

   discriminations from derivation trees, Quinlan's ID3, inverse 

   resolution, and Mitchell's version spaces algorithm. The programs are 

   currently available via anonymous ftp-server from the GMD:


        ftp.gmd.de:/gmd/mlt/ML-Program-Library [129.26.8.90]


   Send additional PROLOG implementations of Machine Learning

   Algorithms, complaints about them and detected bugs or problems

   to Thomas Hoppe, <hoppet@cs.tu-berlin.de>. Send suggestions and

   complaints about the ftp library to Werner Emde, Gesellschaft

   fuer Mathematik und Datenverarbeitung, Bonn, <emde@gmdzi.gmd.de>. 


CMU Simulator Collection:


   The CMU Simulator Collection is available by anonymous ftp from 

   ftp.cs.cmu.edu [128.2.206.173] in the directory

      /afs/cs.cmu.edu/project/connect/code/

   The collection includes Lisp and C implementations of Scott

   Fahlman's Cascade Correlation algorithm, Scott Fahlman's

   Quickprop variation on the back-propagation algorithm, and Scott

   Fahlman's Recurrent Cascade-Correlation simulator. The collection also

   includes Aspririn/Migraines and Tesauro. The neural network benchmark

   collection is available in 

      /afs/cs.cmu.edu/project/connect/bench/

   The data sets include the NETtalk data, a vowel recognition

   task, and several others.

   The archives of the connectionists mailing list are kept in

      /afs/cs.cmu.edu/project/connect/connect-archives/

   along with a Lisp implementation of a backprop simulator. 


Funic Neural FTP Archive Site:


   The Finnish University maintains an archive site containing a large

   collection of neural network papers and public domain software

   gathered from FTP sites in the US. The files are available by

   anonymous ftp from funic.funet.fi:/pub/sci/neural [128.214.6.100].

   (Also know as ftp.funet.fi, nic.funet.fi.)  See the file 01README for

   details. A list of mirrored ftp sites is in 04Neural_FTP_Sites.  For

   further information, contact neural-adm@funic.funet.fi or Marko

   Gronroos <magi@funic.funet.fi> (or <magi@utu.fi>).


OSU Neuroprose:

   archive.cis.ohio-state.edu:/pub/neuroprose   [128.146.8.52]


   This directory contains technical reports as a public service to the

   connectionist and neural network scientific community which has an

   organized mailing list (for info: connectionists-request@cs.cmu.edu)


UKaiserslautern Neural/Fuzzy Repository:


   The University of Kaiserslautern has set up a ftp server for reports

   and software related to its neural networks and fuzzy logic projects,

   including the MOBOT, SPIN, and ALBATROSS projects.  Programs currently

   available include Joerg Bruske's neural fuzzy decision system

   SPIN-NFDS and Herman Keuchel's unsupervised clustering system.  Most

   of the ready-to-run programs were written for the Apple Macintosh.

   Sources for the "kernel" of the programs are available by ftp, written

   in Pascal.  The user-interface code is also available upon request.

   Some of the documentation is in German.  The papers and software are

   available from ag_vp_file_server.informatik.uni-kl.de in the

   directories Neural_Networks/Reports/ and Neural_Networks/Software/.

   Some papers and software are also available from ftp.uni-kl.de in the

   directory reports_uni-kl/computer_science/mobile_robots/.  For further

   information, contact Uwe R. Zimmer <uzimmer@informatik.uni-kl.de>.


NL Software Registry:


   The Natural Language Software Registry is a catalogue of software

   implementing core natural language processing techniques, whether

   available on a commercial or noncommercial basis. Some of the topics

   listed include speech signal processing, morphological analysis,

   parsers, and knowledge representation systems. The catalogue is

   available from the German Research Institute for Artificial

   Intelligence (DFKI) in Saarbruecken (Germany) by anonymous ftp to

   ftp.dfki.uni-sb.de:registry/, email to registry@dfki.uni-sb.de, or

   physical mail to NL Software Registry, Deutsches Forschungszentrum

   fuer Kuenstliche Intelligenz, Stuhlsatzenhausweg 3, D-W-6600

   Saarbruecken, Germany, or by telephone to +49 (681) 303-5282.


Miscellaneous AI:


   Some miscellaneous AI programs may be found on ftp.uu.net:/pub/ai

   Most are mirrors of programs available at other sites.


   AI_ATTIC is an anonymous ftp collection of classic AI programs and

   other information maintained by the University of Texas at Austin.  It

   includes Parry, Adventure, Shrdlu, Doctor, Eliza, Animals, Trek, Zork,

   Babbler, Jive, and some AI-related programming languages.     This

   archive is available by anonymous ftp from ftp.cc.utexas.edu

   (bongo.cc.utexas.edu, 128.83.186.13) in the directory /pub/AI_ATTIC.

   For more information, contact atticmaster@bongo.cc.utexas.edu.


----------------------------------------------------------------

Subject: [4-2]  FTP and Other Resources


In addition to programs available free by anonymous ftp, we've

included some programs which are available by contacting the authors,

and some programs which charge a nominal fee.


Agent Modelling:


   ANIMALS is a simulation system written by Toby Tyrrell,

   <toby@castle.ed.ac.uk>, for his PhD thesis.  The thesis examines the

   problem of action selection when dealing with realistic, animal-like

   situations: how to choose, at each moment in time, the most

   appropriate out of a repertoire of possible actions.  It includes a

   description is given of a simulated environment which is an extensive

   and detailed simulation of the problem of action selection for

   animals.  This simulated environment is used to investigate the

   adequacy of several theories of action selection (from both ethology

   and artificial intelligence) such as the drive model, Lorenz's

   psycho-hydraulic model and Maes' spreading activation network, and

   outlines deficiencies in each mechanism. Finally, it proposes a new

   approach to action selection is developed which determines the most

   appropriate action in a principled way, and which does not suffer from

   the inherent shortcomings found in other methods. The thesis includes

   a review and bibliography of existing work on action selection. The

   thesis is available by anonymous ftp from ftp.ed.ac.uk:pub/lrtt/

   [129.215.146.5] as the files as.1.ps.Z, as.2.ps.Z, ..., and as.7.ps.Z.

   The simulation software is also available from the same site, as the

   file se.tar.Z. The simulation software was written in Suntools rather

   than Xtools.  It can be run only from SunView or OpenWindows.  The

   action selection problem modelled by the simulated environment

   comprises 15 different `sub-problems' (getting food, reproducing, not

   getting lost, being vigilant for predators, etc), many internal and

   external stimuli, and 35 different low-level actions to select

   between.


   ViewGen (Viewpoint Generator) is a Prolog program that implements a

   "Belief Ascription Algorithm" as described in Ballim and Wilks (see the

   bibliography section on User Modelling).  This can be seen as a form of

   agent modelling tool, which allows for the generation of arbitrarily deep

   nested belief spaces based on the system's own beliefs, and on beliefs 

   that are typically held by groups of agents.  ViewGen is available by

   anonymous ftp from 

      crl.nmsu.edu:pub/ViewFinder            [128.123.1.18] (user anonymous)

      ftp.ims.uni-stuttgart.de:pub/ballim    [141.58.127.8] (user ftp)

   as the file ViewGen.tar.Z. The theory of belief ascription upon which

   it is based is described in detail in Ballim and Wilks, and a general

   framework for attributing and maintaining nested propositional

   attitudes is described in Afzal Ballim's dissertation which is

   archived with the Viewgen program (in the files 

      ViewFinder-{A4/A5/US}.tar.Z, 

   the variable part indicating the format of the PostScript file).

   The inheritance reasoner is in the file vf-hetis.tar.Z.

   Implemented in Sicstus prolog, and hence easily convertible to

   any Edinburgh-style prolog. Contact Afzal Ballim <afzal@divsun.unige.ch>

   for more information. 


Analogical Reasoning:


   SME      -- multivac.ils.nwu.edu:pub/SME

               Contact: Brian Falkenhainer <falkenhainer@parc.xerox.com>

                        Ken Forbus <forbus@ils.nwu.edu>

               the Structure-Mapping Engine, as described in Falkenhainer,

               Forbus, and Gentner's 1987 AIJ article.  


Artificial Life:


   Tierra is an artificial life system for studying the evolution of digital

   organisms. Tierra runs in Unix and MS-DOS. Source code and documentation

   is available by anonymous ftp at tierra.slhs.udel.edu (128.175.41.34) and

   life.slhs.udel.edu (128.175.41.33) in the directories almond/, beagle/,

   doc/, and tierra/.  To be added to either the tierra-announce (official

   announcements only) or tierra-digest (moderated discussion plus

   announcements) mailing lists, send mail to

   tierra-request@life.slhs.udel.edu. Send bug reports to

   tierra-bug@life.slhs.udel.edu.


Blackboard Architectures:


   GBB (PD Version) -- dime.cs.umass.edu:/gbb


   GEST   -- Contact: Susan Coryell <scoryell@gtri01.gatech.edu>

             Blackboard system. Runs on Symbolics and SUN.

             Georgia Tech's Generic Expert System Tool (GEST)

             Available to academic institutions for classroom use.


Case-based Reasoning:


   CL-Protos   -- cs.utexas.edu:/pub/porter

                  Contact: Dan Dvorak <dvorak@cs.utexas.edu>

                           Ray Bareiss <bareiss@ils.nwu.edu>

                           Erik Eilerts <eilerts@cs.utexas.edu>

                           Bruce W. Porter <porter@cs.utexas.edu>


   MICRO-xxx  -- cs.umd.edu:/pub/schank/icbr

                 Contact: waander@cs.umd.edu

                 The directory pub/schank/icbr contains the complete

                 code for "Inside Case-Based Reasoning" by

                 Riesbeck and Schank, 1989. This includes code

                 for an instructional version of CHEF by Kristian Hammond.


Chess:


   The SAN Kit chess programming C source toolkit provides common routines

   for move notation I/O, move generation, move execution, etc. Only search

   routines and an evaluation function need be added to obtain a working

   chess program. It runs on Apple Macintosh (Think C 5.0),

   Commodore Amiga (SAS C), MS-DOS, and Unix. It is available by

   anonymous ftp from valkyries.andrew.cmu.edu [128.2.232.4] in the

   directory pub/chess/misc as the compressed tar file SAN.tar.Z.

   Also at this site is the SCP package, a restructured ANSI C port of

   the 1987 Stanback Chess Program.

   Contact Steven J. Edwards, sje@xylos.ma30.bull.com for more information.


Constraint Programming and Non-determinism:


   SCREAMER:


   Screamer is an extension of Common Lisp that adds support for

   nondeterministic programming.  Screamer consists of two levels.  The

   basic nondeterministic level adds support for backtracking and

   undoable side effects.  On top of this nondeterministic substrate,

   Screamer provides a comprehensive constraint programming language in

   which one can formulate and solve mixed systems of numeric and

   symbolic constraints.  Together, these two levels augment Common Lisp

   with practically all of the functionality of both Prolog and

   constraint logic programming languages such as CHiP and CLP(R).

   Furthermore, Screamer is fully integrated with Common Lisp. Screamer

   programs can coexist and interoperate with other extensions to Common

   Lisp such as CLOS, CLIM and Iterate.


   In several ways Screamer is more efficient than other implementations

   of backtracking languages.  First, Screamer code is transformed into

   Common Lisp which can be compiled by the underlying Common Lisp

   system.  Many competing implementations of nondeterministic Lisp are

   interpreters and thus are far less efficient than Screamer.  Second,

   the backtracking primitives require fairly low overhead in Screamer.

   Finally, this overhead to support backtracking is only paid for those

   portions of the program which use the backtracking primitives.

   Deterministic portions of user programs pass through the Screamer to

   Common Lisp transformation unchanged.  Since in practise, only small

   portions of typical programs utilize the backtracking primitives,

   Screamer can produce more efficient code than compilers for languages

   in which backtracking is more pervasive.


   Screamer is fairly portable across most Common Lisp implementations.

   It currently runs under Genera 8.1.1 and 8.3 on both Symbolics 36xx

   and Ivory machines, under Lucid 4.0.2 and 4.1 on Sun SPARC machines,

   under MCL 2.0 and 2.0p2 on Apple Macintosh machines, and under Poplog

   Common Lisp on Sun SPARC machines.  It should run under any

   implementation of Common Lisp which is compliant with CLtL2 and with

   minor revision could be made to run under implementations compliant

   with CLtL1 or dpANS.


   Screamer is available by anonymous FTP from ftp.ai.mit.edu as the file

   /pub/screamer.tar.Z. Contact Jeffrey Mark Siskind <qobi@ai.mit.edu> for 

   further information.


Eliza and Similar Programs:


   The software from Peter Norvig's book "Paradigms of AI Programming" is

   available by anonymous ftp from unix.sri.com:pub/norvig and on disk in

   Macintosh or DOS format from the publisher, Morgan Kaufmann. The

   software includes Common Lisp implementations of: Eliza and pattern

   matchers, Emycin, Othello, Parsers, Scheme interpreters and compilers,

   Unification and a prolog interpreter and compiler, Waltz

   line-labelling, implementation of GPS, macsyma, and random number

   generators.  For more information, write to Morgan Kaufmann, Dept. P1,

   2929 Campus Drive, Suite 260, San Mateo CA 94403, call 800-745-7323,

   or fax 415-578-0672. (Mac ISBN 1-55860-227-5; DOS 3.5" ISBN

   1-55860-228-3; or DOS 5.25" ISBN 1-55860-229-1).


   The doctor.el is an implementation of Eliza for GNU-Emacs

   emacs-lisp. Invoke it with "Meta-X doctor".


   Source code for ELIZA in Prolog (implemented by Viren

   Patel) is available by ftp from aisun1.ai.uga.edu.


   muLISP-87 (a MSDOS Lisp sold by Soft Warehouse) includes

   a Lisp implementation of Eliza.


   Compute!'s Gazette, June 1984, includes source for a BASIC

   implementation of Eliza. You can also find it in 101 more computer

   games, edited by David Ahl, published by Creative Computing (alas,

   they're defunct, and the book is out of print).


   Herbert Schildt "Artificial Intelligence using C", McGraw-Hill, 1987,

   ISBN 0-07-881255-0, pp315-338, includes a simple version of DOCTOR.


   ucsd.edu:pub/pc-ai contains implementations of Eliza for the IBM PC.


   The original Parry (in MLISP for a PDP-10) is available in

   labrea.stanford.edu:/pub/parry.tar.Z.


   RACTER is *not* public domain.  It costs $50 for MS-DOS and Macintosh

   versions, the Inrac compiler is $200 (MS-DOS only), and the Inrac

   manual alone is $25. Racter is available from John Owens, INRAC

   Corp./Nickers International Ltd., 12 Schubert Street, Staten Island,

   NY 10305, Tel: 718-448-6283, or Fax: 718-448-6298.  Racter was

   published in 1984, and written in compiled BASIC. To read some of

   RACTER's work, see "The Policeman's Beard is Half Constructed",

   Computer Prose and Poetry by Racter, Warner Books, 1984.  ISBN

   0-446-38051-2 (paperback). Written by William Chamberlain and Thomas

   Etter. Some discussion of RACTER appears in A.K. Dewdney's book, "The

   Armchair Universe". The Macintosh version runs only on SEs and Pluses

   (it comes on a single-sided 400k copy-protected disk, with an old

   version of the system).


Expert Systems:


   Free ftpable expert system shells are listed in [6-3].


Frame Systems:


     FrameWork   -- ftp.cs.cmu.edu:user/ai/software/kr/frames/framework/


     Theo        -- Contact: Tom.Mitchell@cs.cmu.edu


     FrameKit    -- Contact: Eric.Nyberg@cs.cmu.edu


     KR          -- Contact: Brad.Myers@cs.cmu.edu


     PARKA       -- Contact: spector@cs.umd.edu

                    Frames for the CM


     PARMENIDES (Frulekit) -- Contact: Peter.Shell@cs.cmu.edu 


     FROBS       -- cs.utah.edu:/pub/frobs.tar.Z

                    Contact: Robert Kessler <kessler@cs.utah.edu>


     PFC         -- linc.cis.upenn.edu:


     YAK         -- Contact: Enrico Franconi <franconi@irst.it>


Fuzzy Logic:


   FLIE    -- ural.ethz.ch:/robo/flie

              Contact: vestli@ifr.ethz.ch

              Fuzzy Logic Inference Engine, Institute of Robotics, ETH.


Game Playing:


   METAGAME is a game-playing workbench for developing and playing

   metagame programs. It includes a generator for symmetric chess-like

   games; definitions of chess, checkers, chinese chess, shogi, lose

   chess, lose checkers, french checkers, and tic tac toe translated into

   symmetric chess-like games; a legal move generator; and a variety of

   player programs, from simple through sophisticated.  The METAGAME

   Workbench runs in Quintus or Sictus Prolog.  Available by anonymous

   ftp from ftp.cl.cam.ac.uk [128.232.0.56] in users/bdp/metagame.tar.Z.

   For more information, contact Barney Pell <bdp@cl.cam.ac.uk> of the

   University of Cambridge Computer Laboratory.


Genetic Algorithms:


   SCS (Simple Classifier System) is a C port of the system from

   Appendix D of "Genetic Algorithms in Search, Optimization, and Machine

   Learning" by David E. Goldberg. It was ported to C by Erik Mayer

   <emayer@uoft02.utoledo.edu>. For more information, contact the author.


   SCS-C is another port to C of Goldberg's Simple Classifier System.

   It includes some extensions, and runs on Sun 10/30 and Atari ST. SCS-C

   is available via anonymous ftp as scs-c-0.98j.tar.Z from

   lumpi.informatik.uni-dortmund.de:/pub/LCS/src/ [129.217.36.140].  The

   documentation alone is available as scs-c-doc.tar.Z in the directory

   /pub/LCS/docs/.  For more information, contact Joerg Heitkoetter

   <joke@ls11.informatik.uni-dortmunde.de>, c/o Systems Analysis Group,

   LSXI, Department of Computer Science, University of Dortmund, D-44221

   Dortmund, Germany.


   GENITOR is available by anonymous ftp from the Colorado State

   University Computer Science Department in 

      beethoven.cs.colostate.edu:pub/GENITOR.tar [129.82.102.183]

   For further information, contact starkwea@cs.colostate.edu or

   mathiask@cs.colostate.edu. If these fail to work, contact

   whitley@cs.colostate.edu.


   Other packages are described in detail in Nici Schraudolph's survey

   of free and commercial GA software (see the Genetic Algorithms

   Repository in [4-1]). Some of the free ones from Nici's list are

   summarized below. Many are available from the GA Repository.


     GAucsd      Genetic algorithms software 

                 cs.ucsd.edu:/pub/GAucsd/GAucsd14.ps.Z [132.239.51.3]

                 Nici Schraudolph <nici@cs.ucsd.edu>

                 To be put on a mailing list of GAucsd users, send

                 the message "add GAucsd" to listserv@cs.ucsd.edu.


     GAbench     Genetic algorithms benchmarks and test problems  

                 cs.ucsd.edu:/pub/GAbench/

                 Thomas Kammeyer (tkammeye@cs.ucsd.edu)


     EM          Evolution Machine (EM)

                 ftp-bionik.fb10.tu-berlin.de:pub/software/Evolution-Machine/

                     [130.149.192.50]

                     em_tc.exe (EM for Turbo C)

                     em_tcp.exe (EM for Turbo C++)

                     em_man.exe (the manual)

                 Joachim Born <born@max.fb10.tu-berlin.de>


     Genie       GA-based modeling/forecasting system

                 Lance Chambers <P_Stampoul@fennel.cc.uwa.oz.au>


     GENOCOP     GEnetic algorithm for Numerical Optimization for

                 COnstrained Problems. Optimizes function with any

                 number of linear constraints (equalities and inequalities)

     Genetic-2   Optimization package for the linear transportation problem.

     Genetic-2N  Optimization package for the nonlinear transportation problem.

                 All three were developed by Zbigniew Michalewicz and are

                 described in detail in his book "Genetic Algorithms + Data

                 Structures = Evolution Programs", Springer Verlag,

                 August 1992.

                    unccsun.uncc.edu:coe/evol/ [152.15.10.88]

    (also known as ftp.uncc.edu)

                 Zbigniew Michalewicz <zbyszek@unccvax.uncc.edu>


     WOLF        Simulator for G/SPLINES algorithm (genetic spline models)

                 David Rogers <drogers@riacs.edu>


     GAC, GAL    GA written in C/Lisp. Similar to John Grefenstette's Genesis.

                 Bill Spears <spears@aic.nrl.navy.mil>


     ESCaPaDE    Experiments with evolutionary algorithsm.

                 Frank Hoffmeister <iwan@ls11.informatik.uni-dortmund.de>

                 (Send mail with subject line "help" or "get ESCaPaDE")


     mGA1.0      Common Lisp implementation of a messy GA as described in

                 TCGA report 90004.

     SGA-C       C-language port and extension of the original Pascal

                 SGA code presented in Goldberg's book "Genetic

                 Algorithms in Search, Optimization & Machine

                 Learning", Addison Wesley, 1989. See TCGA report 91002.

     SGA-Cube    Goldberg's SGA code modified for nCUBE 2 hypercube

                 parallel computer.

                 All three are available by e-mail from 

                 Robert Elliott Smith <rob@comec4.mh.ua.edu>.


     BUGS        Demonstrates genetic algorithms.

                    santafe.edu:pub/misc/BUGS/

                 Joshua Smith <jrs@santafe.edu>


     SGPC        Simple Genetic Programming in C

                    sfi.santafe.edu:pub/Users/tackett/

                 Walter Alden Tackett and Aviram Carmi (gpc@ipld01.hac.com)


     GENEsYs     lumpi.informatik.uni-dortmund.de:pub/GA/src/ [129.217.36.140]

                 Use "ftp" as user name, e-mail address as password.

                 Thomas Baeck <baeck@ls11.informatik.uni-dortmund.de>


     GAGA        Jon Crowcroft <jon@cs.ucl.ac.uk>. cs.ucl.ac.uk:darpa/gaga.shar

     Splicer     Steve Bayer <bayer@galileo.jsc.nasa.gov>

     PARAGENESIS GA-Repository/e-mail Michael van Lent <vanlent@cs.utk.edu>

     GENESIS     GA-Repository/e-mail John Grefenstette <gref@aic.nrl.navy.mil>

     OOGA        GA-Repository/e-mail John Grefenstette <gref@aic.nrl.navy.mil>

     DGENESIS    Erick Cantu <ecantu@babbage.rhon.itam.mx> or 

                             <ecantu@itamvms1.bitnet>.


     PGA         Parallel Genetic Algorithms testbed

                 ftp.dai.ed.ac.uk:pub/pga-2.4/pga-2.4.tar.Z (192.41.104.152)

                 Peter Ross, peter@aisb.ed.ac.uk


ICOT:


   Japan's Institute for New Generation Computer Technology (ICOT) has

   made their software available to the public free of charge.  The

   collection includes a variety of prolog-based programs in symbol

   processing, knowledge representation, reasoning and problem solving,

   natural language processing. All programs are available by anonymous

   ftp from ftp.icot.or.jp.  Note that most of the programs are written

   for the PSI machines, and very few have been ported to Unix-based

   emulators.  For further information, send email to ifs@icot.or.jp, or

   write to ICOT Free Software Desk, Institute for New Generation

   Computer Technology, 21st Floor, Mita Kokusai Bldg., 4-28, Mita

   1-chome, Minato-ku, Tokyo 108, Japan, fax +81-3-4456-1618.


Knowledge Representation:


   KNOWBEL -- ai.toronto.edu:/pub/kr/{knowbel.tar.Z,manual.txt.tar.Z}

              Contact: Bryan M. Kramer, <kramer@ai.toronto.edu>

              Telos temporal/sorted logic system.


   SB-ONE  -- Contact: kobsa@inf-wiss.uni-konstanz.de

              KL-ONE family

   KRIS    -- Contact: baader@dfki.uni-kl.de

              KL-ONE family (Symbolics only)

   BACK    -- Contact: back@cs.tu-berlin.de

              KL-ONE family

   CLASSIC -- Contact: dlm@research.att.com

              KL-ONE family

   MOTEL   -- Contact: hustadt@mpi-sb.mpg.de

              Modal KL-ONE (contains KRIS as a kernel). 

              Implemented in Prolog.


   FOL GETFOL -- Contact: fausto@irst.it

              Weyrauch's FOL system


   SNePS   -- Contact: shapiro@cs.buffalo.edu 

              Semantic Nets


   COLAB/RELFUN  -- Contact: boley@informatik.uni-kl.de

                    Logic Programming

   COLAB/FORWARD -- Contact: hinkelma@dfki.uni-kl.de

                    Logic Programming

   COLAB/CONTAX  -- Contact: meyer@dfki.uni-kl.de

                    Constraint System for Weighted Constraints over

                    Hierarchically Structured Finite Domains.

   COLAB/TAXON   -- Contact: hanschke@dfki.uni-kl.de

                    Terminological Knowl. Rep. w/Concrete Domains


Machine Learning:


   COBWEB/3 -- Contact: cobweb@ptolemy.arc.nasa.gov


   FOIL     -- ftp.cs.su.oz.au:pub/{foil4.sh,foil5.sh} [129.78.8.208] 

               Each shell archive contains source, a brief manual,

               and several sample datasets. FOIL2 should be available

               from sumex-aim.stanford.edu:/pub/FOIL.sh.


   RWM      -- Contact: H. Altay Guvenir <guvenir@trbilun.bitnet>

               RWM is a program for learning problem solving strategies,

               written in Common Lisp (tested on Suns and NeXT).


   IND      -- Contact: NASA COSMIC, <service@cossack.cosmic.uga.edu>

               Tel: 706-542-3265 (ask for customer support)

               Fax: 706-542-4807

               IND is a C program for the creation and manipulation of

               decision trees from data, integrating the CART,

               ID3/C4.5, Buntine's smoothing and option trees, Wallace

               and Patrick's MML method, and Oliver and Wallace's MML

               decision graphs which extend the tree representation to

               graphs. Written by Wray Buntine, <wray@kronos.arc.nasa.gov>.


Mathematics:


   SymbMath is a "symbolic calculator that can solve symbolic math

   problems" written by Weiguang Huang <w.huang@unsw.edu.au>. It runs on

   IBM PCs (8086) under MS-DOS. Shareware versions are available by

   anonymous ftp from wsmr-simtel20.army.mil:/calculator/sm22a.zip or

   rana.cc.deakin.oz.au:/huang/sm22a.zip or by e-mail from

   listserv@vm1.nodak.edu (listserv@ndsuvm1.bitnet).


Medical Reasoning:


   TMYCIN -- sumex-aix.stanford.edu:/tmycin  


Natural Language Processing:


   YACC      -- ftp.cs.cmu.edu:user/ai/lang/lisp/lisp/parse/johnson-yacc.lisp

                Contact: Mark Johnson <mj@cs.brown.edu>

                Lisp YACC/Parser.


   BABBLER   -- Contact: rsf1@ra.msstate.edu

                Markov chains/NLP


   PENMAN    -- Contact: hovy@isi.edu

                Natural Language Generation.


   PC-KIMMO  -- msdos.archive.umich.edu:/msdos/linguistics/pckim105.zip

                An implementation of KIMMO morphological analyzer

                for the IBM PC. 


   FUF       -- Contact: elhadad@bengus.bgu.ac.il

                   cs.columbia.edu: or

              ftp: black.bgu.ac.il:/pub/fuf/fuf5.2.tar.Z

                   cs.columbia.edu:pub/fuf/fuf5.2.tar.Z

              Natural language generation system based on

              Functional Unification Grammars.

              Includes unifier, large grammar of English (surge)

              user manual and many examples.  Written in Common Lisp.


   InterBASE -- Contact: Sergei Kuchin <kuchin@darmstadt.gmd.de>

                ftp: files interbas.exe, interba1.exe, interbas.txt on

                    sics.se:/pub/packet-incoming

                    ftp.uu.net:/tmp

                    clr.nmsu.edu:/incoming

                    debra.dgbt.doc.ca:/pub/incoming

                Natural language database front end


   RegEx    -- csd4.csd.uwm.edu:/pub/regex/

               Translates regular expressions to DFAs. Written in C.

               Mark Hopkins <markh@csd4.csd.uwm.edu>


   Tom      -- csd4.csd.uwm.edu:/pub/regex/tomita/

               C implementation of the Tomita parsing algorithm

               Mark Hopkins <markh@csd4.csd.uwm.edu>


   Common Lisp versions of the miniature natural language understanding

   programs from "Inside Computer Understanding" by Schank and Riesbeck,

   1981, are available by anonymous ftp from cs.umd.edu in the directory

   pub/schank/icu. This includes the SAM and ELI miniatures. It will

   eventually include copies of the miniature versions of PAM, POLITICS,

   and Tale-Spin. The FOR macro is also available in this directory, as

   are a set of functions for manipulating and matching lisp

   representations of Conceptual Dependency formulas.  Contact Bill

   Andersen <waander@cs.umd.edu> for more information.


   The Link Parser is a highly efficient English parser written by Danny

   Sleator and Davy Temperley. It uses a novel grammatical formalism known

   as Link Grammar to represent a robust and diverse collection of

   English-language phenomena. The system is available by anonymous ftp from

   spade.pc.cs.cmu.edu in the directory /usr/sleator/public/. Read the

   README file for more information.


   The Xerox part-of-speech tagger is available by anonymous ftp from

   parcftp.xerox.com:pub/tagger/tagger-1-0.tar.Z. It is implemented in

   Common Lisp and has been tested in Allegro CL 4.1, CMU CL 16e, and

   Macintosh CL 2.0p2. For more information, contact the authors, Doug

   Cutting <cutting@parc.xerox.com>, and Jan Pedersen

   <pedersen@parc.xerox.com>.


   The Prolog and DCG programs from Pereira and Shieber's book, "Prolog

   and Natural Language Analysis", are available by anonymous ftp from

   das.harvard.edu:pub/shieber/pnla/. See the file README for the

   conditions under which the material is distributed. If you retrieve

   the files, please send an email message to the authors letting them

   know how you plan to use them. For further information, write to

   Fernando Pereira <pereira@research.att.com> or Stuart Shieber

   <shieber@das.harvard.edu>.

   

Neural Networks:


   Aspirin/MIGRAINES is a neural network simulator available free from the

   MITRE Corporation. It contains a neural network simulation code generator

   which generates high performance C code implementations for

   backpropagation networks. It runs on the following platforms: Apollo,

   Convex, Cray, DecStation, HP, IBM RS/6000, Intel 486/386 (Unix System V),

   NeXT, News, Silicon Graphics Iris, Sun3, Sun4, Mercury i860 (40MHz)

   Coprocessors, Meiko Computing Surface w/i860 (40MHz) Nodes, Skystation

   i860 (40MHz) Coprocessors, and iWarp Cells. The software is available by

   anonymous ftp from the CMU simulator collection on pt.cs.cmu.edu

   (128.2.254.155) in the directory /afs/cs/project/connect/code (you must

   cd to this directory in one atomic operation) and UCLA's cognitive

   science collection on ftp.cognet.ucla.edu (128.97.50.3) in the

   directory alexis as the file am6.tar.Z. They include many

   examples in the release, include an implementation of NETtalk.

   For more information, contact Russell Leighton <leighton@mitre.org>.


   MUME (Multi-Module Neural Computing Environment) is a simulation

   environment for multi-modules neural computing. It provides an object

   oriented facility for the simulation and training of multiple nets

   with various architectures and learning algorithms.  The object

   oriented structure makes simple the addition of new network classes

   and new learning algorithms. _ MUME includes a library of network

   architectures including feedforward, simple recurrent, and

   continuously running recurrent neural networks.  Each architecture is

   supported by a variety of learning algorithms, including backprop,

   weight perturbation, node perturbation, and simulated annealing.  MUME

   can be used for large scale neural network simulations as it provides

   support for learning in multi-net environments. It also provide pre-

   and post-processing facilities.  MUME can be used to include

   non-neural computing modules (decision trees, etc.) in applications. _

   MUME is being developed at the Machine Intelligence Group at Sydney

   University Electrical Engineering. The software is written in 'C' and

   is being used on Sun and DEC workstations. Efforts are underway to

   port it to the Fujitsu VP2200 vector processor using the VCC

   vectorising C compiler, HP 9000/700, SGI workstations, DEC

   Alphas, and PC DOS (with DJGCC). MUME is available to research

   institutions on a media/doc/postage cost arrangement after

   signing a license agreement. The license agreement is available by

   anonymous ftp from 129.78.13.39:/pub/license.ps. An overview of mume

   is available from the same machine as /pub/mume-overview.ps.Z. It is

   also available free for MSDOS by anonymous ftp from

      brutus.ee.su.oz.au:/pub/MUME-0.5-DOS.zip 

   For further information, write to Marwan Jabri, SEDAL, Sydney

   University Electrical Engineering, NSW 2006 Australia, 

   call +61-2-692-2240, fax +61-2-660-1228, or send email to

   Marwan Jabri <marwan@sedal.su.oz.au>. To be added to the mailing

   list, send email to mume-request@sedal.su.oz.au.


   Adaptive Logic Network (ALN) 

   The atree adapative logic network simulation package is available by

   anonymous ftp from ftp.cs.ualberta.ca [129.128.4.241] in

   pub/atree/atree2.tar.Z (Unix). The MS-Windows 3.x version for the IBM PC

   is available as either pub/atree/atre27.exe (includes C/C++ sources)

   or pub/atree/a27exe.exe (just the executables).  The PC version has

   a lot more documentation than the Unix version. The Unix version has

   been ported to the Macintosh, Amiga, and other machines.

   Documentation is in pub/atree/atree2.ps.Z. Also in this directory is a

   rather impressive OCR demo using atree. To be added to the mailing

   list, send email to alnl-request@cs.ualberta.ca. For more information,

   contact William W. Armstrong, <arms@cs.ualberta.ca>.


   BPS

   Neural network simulator. Other files of interest. Executables are

   free; source code for a small fee.

   gmuvax2.gmu.edu:nn [no longer there?]


   NeuralShell

   Availible by anonymous ftp from quanta.eng.ohio-state.edu [128.146.35.1]

   in the directory pub/NeuralShell/ as the file NeuralShell.tar.


   CONDELA

   A neural network definition language.

   tut.cis.ohio-state.edu:/pub/condela


   ROCHESTER CONNECTIONIST SIMULATOR

   Available from cs.rochester.edu:pub/simulator [192.5.53.209].

   Includes a backprop package and an X11/SunView interface.


   UCLA-SFINX

   retina.cs.ucla.edu:pub/sfinx_v2.0.tar.Z [131.179.16.6]

   Username sfinxftp, password joshua. Contact sfinx@retina.cs.ucla.edu

   for more information.


   XERION

   A neural network simulator from Drew van Camp at the University

   of Toronto. It provides a library of routines for building networks

   and graphically displaying them. Written in C and uses the X window

   system for graphics. Example simulators include Back Propagation,

   Recurrent Back Propagation, Boltzmann Machine, Mean Field Theory, Free

   Energy Manipulation, Kohonnen Net, and Hard and Soft Competitive

   Learning. Xerion runs on SGI Personal Iris, SGI 4d, Sun3 (SunOS), Sun4

   (SunOS). Available by anonymous ftp from ai.toronto.edu:/pub/xerion.

   See the file /pub/xerion.README for more information. Also included

   is a little program called sciam that contains the basic kernel that

   was published in the September 1992 issue of Scientific American.

   To be added to the mailing list, send mail to xerion-request@ai.toronto.edu.

   Bugs should be reported to xerion-bugs@ai.toronto.edu. Complaints, 

   suggestions or comments may be sent to xerion@ai.toronto.edu.


   SNNS (Stuttgart Neural Network Simulator) is a software simulator for

   neural networks on Unix workstations developed at the Institute for

   Parallel and Distributed High Performance Systems (IPVR) at the

   University of Stuttgart. The SNNS simulator contains a simultor kernel

   written in ANSI C and a 2D/3D graphical user interface running under

   X11R4/X11R5. It runs under Sun Sparc (SLC, ELC, SS2, GX, GS), DECstation

   (2100, 3100, 5000/200), IBM RS 6000, HP 9000, and IBM-PC (386/486). SNNS

   includes the following learning procedures: backpropagation (online,

   batch, with momentum and flat spot elimin., time delay),

   counterpropagation, quickprop, backpercolation 1, and generalized radial

   basis functions (RBF), RProp, recurrent ART1, ART2 and ARTMAP, Cascade

   Correlation and Recurrent Cascade Correlation, Dynamic LVQ, and Time

   delay networks (TDNN). (Elman networks and some other network paradigms

   have already been implemented but are scheduled for a later release.)

   The SNNS simulator can be obtained via anonymous ftp from

   ftp.informatik.uni-stuttgart.de:/pub/SNNS/SNNSv2.1.tar.Z [129.69.211.2].

   The PostScript version of the user manual can be obtained as file

   SNNSv2.1.Manual.ps.Z.  To be added to the mailing list, send a message

   to listserv@informatik.uni-stuttgart.de with "subscribe snns <Your Full

   Name>" in the message body. Submissions may be sent to

   snns@informatik.uni-stuttgart.de. For further information, contact

   Andreas Zell, <zell@informatik.uni-stuttgart.de>.


   NEOCOGNITRON SIMULATOR

   The Neocognitron Simulator is written in C and is available by

   anonymous ftp from 

      tamsun.tamu.edu:/pub/neocognitron.Z.tar [128.194.15.32] 

      unix.hensa.ac.uk:/pub/uunet/pub/ai/neural/neocognitron.tar.Z

         [129.12.21.7]   


   PLANET (aka SunNet)

   Simulator that runs under X Windows. Written by Yoshiro Miyata

   <miyata@sccs.chukyo-u.ac.jp> of Chukyo University, Japan.

   Available by anonymous ftp from 

    tutserver.tut.ac.jp:pub/misc/PlaNet5.7.tar.Z  [133.15.240.3]

    boulder.colorado.edu:pub/generic-sources/PlaNet5.7.tar.Z [128.138.240.1]

   Includes documentation. 


   LVQ_PAK and SOM_PAK

   LVQ_PAK (Learning Vector Quantization) and SOM_PAK (Self-Organizing Maps)

   were written by the LVQ/SOM Programming Team of the Helsinki

   University of Technology, Laboratory of Computer and Information

   Science, Rakentajanaukio 2 C, SF-02150 Espoo, FINLAND. The PAKs

   run in Unix and MS-DOS systems. Available by anonymous ftp from

   cochlea.hut.fi [130.233.168.48] in the directories /pub/lvq_pak/

   and /pub/som_pak/.


   MACTIVATION

   bruno.cs.colorado.edu:/pub/cs/misc/   [128.138.243.151]

   as the file Mactivation-3.3.sea.hqx.          


   DartNet

   A Macintosh-based Neural Network Simulator with a nice graphical

   interface. Available by anonymous ftp from

      dartvax.dartmouth.edu:/pub/mac/dartnet.sit.hqx [129.170.16.4] 

   or by email from bharucha@dartmouth.edu.  New network architectures

   and learning algorithms can be added to the system by writing small

   XCMD-like CODE resources called nDEF's ("Network Definitions").  For

   more information, send email to Sean P. Nolan,

   <sean@coos.dartmouth.edu>.


   NevProp is a C implementation of general purpose backpropagation

   software, based on Quickprop 1.0 by Scott Fahlman, as translated from

   Common Lisp into C by Terry Regier. It runs on Unix, Macintosh, and

   DOS. The quickprop algorithm itself has not changed substantially, but

   it now includes options to force gradient descent (per-epoch or

   per-pattern), generalization & stopped training, c index, and interface 

   enhancements. It is available by anonymous ftp from unssun.scs.unr.edu

   [134.197.10.128] pub/goodman/nevpropdir/ as the file npxxx.shar

   (replace xxx with the version number) or from the CMU Simulator Collection.

   For further information, contact Phil Goodman <goodman@unr.edu>.


   TCS (Tasmanian Connectionist Simulator) is a neural network

   simulation package written in Borland C++ for Windows available by

   anonymous ftp from 

     ftp.psychol.utas.edu.au:/pub/tcs [131.217.35.98]

   For further information, write to Zoltan Schreter Dept. Psychology

   University of Tasmania Hobart, Tasmania AUSTRALIA,

   <zoltan@psychnet.psychol.utas.edu.au>.


Probabilistic Reasoning:


   BELIEF   -- ftp.stat.washington.edu (128.95.17.34)

               Contact: Russell Almond <almond@stat.washington.edu>

                                       <almond@statsci.com>


   IDEAL    -- Contact: srinivas@rpal.rockwell.com

               Bayesian networks


Planning:


   NONLIN   -- cs.umd.edu:/pub/nonlin (128.8.128.8)

               Contact: nonlin-users-request@cs.umd.edu

                        nonlin-bugs@cs.umd.edu


   ABTWEAK  -- jupiter.drev.dnd.ca:pub/steve/Abtweak   

               Contact: Steven Woods <woods@drev.dnd.ca>


   RHETORICAL -- cs.rochester.edu:/pub/knowledge-tools

               Contact: Brad Miller <miller@cs.rochester.edu>


   SNLP     -- cs.washington.edu:/pub/snlp.tar.Z

               Contact: weld@cs.washington.edu

               Nonlinear planner.


   IDM      -- sauquoit.gsfc.nasa.gov (128.183.101.29)

               Contact: idm-users@chelmsford.gsfc.nasa.gov

               STRIPS-like planning.


   PRODIGY  -- Contact: prodigy@cs.cmu.edu

               Integrated Planning and Learning System


   SOAR     -- ftp.cs.cmu.edu:

                 /afs/cs.cmu.edu/project/soar/public/Soar5/ -- Lisp Version

                 /afs/cs.cmu.edu/project/soar/public/Soar6/ -- C Version

               Contact: soar-request@cs.cmu.edu

               Integrated Agent Architecture. 

               Supports learning through chunking.


   MATS     -- Contact: kautz@research.att.com

               Temporal constraints


Qualitative Reasoning/Qualitative Physics:


   QSIM     -- cs.utexas.edu:/pub/qsim

               Contact: Ben Kuipers <kuipers@cs.utexas.edu>


   QPE      -- multivac.ils.nwu.edu:pub/QPE

               contact: Prof. Kenneth D. Forbus <forbus@ils.nwu.edu>

               Qualitative Process Engine (an implementation of QP theory)


Robotics (Planning Testbeds and Simulators):


   TILEWORLD -- cs.washington.edu:new-tileworld.tar.Z

               Planning testbed


   The ARS MAGNA abstract robot simular provides an abstract world in

   which a planner controls a mobile robot. This abstract world is more

   realistic than typical blocks worlds, in which micro-world simplifying

   assumptions do not hold. Experiments may be controlled by varying

   global world parameters, such as perceptual noise, as well as building

   specific environments in order to exercise particular planner

   features. The world is also extensible to allow new experimental

   designs that were not thought of originally. The simulator also

   includes a simple graphical user-interface which uses the CLX

   interface to the X window system. ARS MAGNA can be obtained by

   anonymous ftp from ftp.cs.yale.edu, as ars-magna.tar.Z in the pub/nisp

   directory. Installation instructions are in the file

   Installation.readme. The simulator is written in Nisp, a macro-package

   for Common Lisp. Nisp can be retrieved in the same way as the

   simulator. Version 1.0 of the ARS MAGNA simulator is documented in

   Yale Technical Report YALEU/DCS/RR #928, "ARS MAGNA: The Abstract

   Robot Simulator". This report is available in the distribution as a

   PostScript file. Comments should be directed to Sean Philip

   Engelson <engelson@cs.yale.edu>.


   Simderella is a robot simulator consisting of three programs: CONNEL

   (the controller), SIMMEL (the robot simulator), and BEMMEL (the

   X-windows oriented graphics back-end). SIMMEL performs a few matrix

   multiplications, based on the Denavit Hartenberg method, calculates

   velocities with the Newton-Euler scheme, and communicates with the

   other two programs.  BEMMEL only displays the robot.  CONNEL is the

   controller, which must be designed by the user (in the distributed

   version, CONNEL is a simple inverse kinematics routine.)  The programs

   use Unix sockets for communication, so you must have sockets, but you

   can run the programs on different machines.  The software is available

   by anonymous ftp from

      galba.mbfys.kun.nl:pub/neuro-software/pd/ [131.174.82.73]

   as the file simderella.1.0.tar.Z The software has been compiled using

   gcc on SunOS running under X11R4/5 on Sun3, Sun4, Sun Sparc 1, 2, and

   10, and Silicon Graphics architectures. For more information,

   send email to Patrick van der Smagt, <smagt@fwi.uva.nl>.


   The Michigan Intelligent Coordination Experiment (MICE) testbed is a

   tool for experimenting with coordination between intelligent systems

   under a variety of conditions.  MICE simulates a two-dimensional

   grid-world in which agents may move, communicate, and affect their

   environment.  MICE is essentially a discrete-event simulator that

   helps control the domain and a graphical representation, but provides

   relatively few constraints on the form of the domain and the agents'

   abilities.  Users may specify the time required by various activities,

   the constraints on an agents' sensors, the configuration of the domain

   and its properties, etc.  MICE runs under XWindows on Un*x boxes, on

   Macs, and on TI Explorers, with relatively consistent graphical

   displays.  Source code, documentation, and examples are available via

   anonymous ftp to ftp.eecs.umich.edu:Mice/Mice.tar.Z.  MICE was

   produced by the University of Michigan's Distributed Intelligent Agent

   Group (UM DIAG).  For further information, write to

   umdiagmice@caen.engin.umich.edu.


Simulated Annealing:


   VFSR (Very Fast Simulated Reannealing) is a powerful global optimization

   C-code algorithm especially useful for nonlinear and/or stochastic

   systems. Most current copies usually can be obtained by anonymous ftp

   from ftp.uu.net:tmp/vfsr.Z.

   Older versions can be found in the Netlib archive (research.att.com:opt/,

   logging in as netlib), the Statlib archive (lib.stat.cmu.edu, logging in

   as statlib), the UMIACS archive (ftp.umiacs.umd.edu:pub/ingber), and the

   UTSA archive (ringer.cs.utsa.edu:/pub/rosen).  The authors have

   (p)reprints related to VFSR in their archives: Lester Ingber has a review

   article, sarev.ps.Z, in the UMIACS archive (and on uunet in /tmp), and

   Bruce Rosen has a comparison study, "Function Optimization based on

   Advanced Simulated Annealing", which is available in the UTSA archive as

   the file rosen.advsim.ps.Z. Copies of the code are also available

   by email from the author, Lester Ingber <ingber@alumni.caltech.edu>.


   Adaptive Simulated Annealing (ASA) is available by anonymous ftp from

   ftp.caltech.edu:pub/ingber [131.215.48.151].


Speech:


   RECNET is a complete speech recognition system for the DARPA TIMIT and

   Resource Management tasks.  It uses recurrent networks to estimate phone

   probabilities and Markov models to find the most probable sequence of

   phones or words.  The system is a snapshot of evolving research code.

   There is no documentation other than published research papers.  It is

   configured for the two specific databases and is unlikely to be of use as

   a complete system for other tasks. It is available by anonymous ftp from

   svr-ftp.eng.cam.ac.uk:misc/recnet-1.3.tar.Z. Related publications can be

   found in svr-ftp.eng.cam.ac.uk:reports/ (see the ABSTRACT file first).

   You will need the relevant CDROMs, 150MByte of free space for TIMIT and

   300MByte for RM. If you use the code, the author would appreciate an

   email message so that he can keep you informed of new releases. Write to

   Tony Robinson, <ajr@eng.cam.ac.uk>, for more information.


   CELP 3.2a is available from super.org:/pub/celp_3.2a.tar.Z

   [192.31.192.1] with copies available on

   svr-ftp.eng.cam.ac.uk:comp.speech/sources/ The code (C, FORTRAN,

   diskio) all has been built and tested on a Sun4 under SunOS4.1.3.  If

   you want to run it somewhere else, then you may have to do a bit of

   work.  (A Solaris 2.x-compatible release is planned soon.) Written by

   Joe Campbell <jpcampb@afterlife.ncsc.mil> of the Department of

   Defense. Distribution facilitated by Craig F. Reese

   <cfreese@super.org>, IDA/Supercomputing Research Center.


Theorem Proving/Automated Reasoning:


   Otter         -- info.mcs.anl.gov:pub/Otter/Otter-2.2/otter22.tar.Z

                    anagram.mcs.anl.gov:pub/Otter/

                    Contact: otter@mcs.anl.gov

                    Resolution-based theorem prover.


   ATP Problems  -- anagram.mcs.anl.gov:pub/ATP_Problems/*

                    Collection of ATP problems from Otter, CADE, and JAR.

                    The problems include algebra, analysis, circuits,

                    geometry, logic problems, Pelletier's problem set,

                    program verification, puzzles, set theory, and topology.


   SETHEO        -- flop.informatik.tu-muenchen.de:pub/fki/ [131.159.8.35]

                    Get the files setheo.info and setheo.tar.Z.

                    SETHEO (SEquential THEOrem prover) is an automated

                    theorem prover for formulae of predicate logic. 

                    SETHEO is based on the calculus of ``connection

                    tableaux''. SETHEO runs on Sun SPARCs only.  

                    Contact: setheo@informatik.tu-muenchen.de


   Isabelle -- ftp.cl.cam.ac.uk:ml/ [128.232.0.56]

               ftp.informatik.tu-muenchen.de:lehrstuhl/nipkow/

                  [131.159.0.110] 

               Relevant files include:

                 intro.dvi.Z   "Introduction to Isabelle"

                 ref.dvi.Z     "The Isabelle Reference Manual"

                 logics.dvi.Z  "Isabelle's Object-Logics"

                 92.tar.Z      Isabelle-92 distribution directory

               Written in Standard ML, and comes with 8 different

               logics, including LCF, some modal logics, first-order

               logic, Zermelo-Fraenkel set theory, and higher-order logic.

               Contact: Larry.Paulson@cl.cam.ac.uk

                        Tobias.Nipkow@informatik.tu-muenchen.de


   MVL      -- t.stanford.edu:/mvl/mvl.tar.Z

               Contact: ginsberg@t.stanford.edu

               Multi-valued logics


   Boyer-Moore -- ftp.cli.com:pub/nqthm/nqthm.tar.Z

                  rascal.ics.utexas.edu:/pub/nqthm   128.83.138.20

                  Contact: kaufmann@cli.com


   DTP       -- meta.stanford.edu:/pub/dtp/   [36.8.0.54]

                Contact: Don Geddis <geddis@cs.stanford.edu>

                Domain-independent search control of inference. Runs in

                Allegro and Lucid Common Lisp.


   RRL       -- herky.cs.uiowa.edu:public/rrl [128.255.28.100]

                Rewrite Rule Laboratory


   FRAPPS (Framework for Resolution-based Automated Proof Procedures) is

   a portable resolution theorem-prover written in Common Lisp. It is

   available via anonymous ftp from a.cs.uiuc.edu:/pub/frapps [128.174.252.1].

   If you take a copy of FRAPPS, please send a short note to Prof.

   Alan M. Frisch <frisch@cs.uiuc.edu>.


   XPNet (X Proof Net) is a graphical interface to proof nets with an

   efficient proof checker. It is available by anonymous ftp to

   ftp.cis.upenn.edu:/pub/xpnet.tar.Z [130.91.6.8]. For further

   information, write to Jawahar Chirimar <chirimar@saul.cis.upenn.edu>, 

   Carl A. Gunter <gunter@saul.cis.upenn.edu>, or Myra VanInwegen

   <myra@saul.cis.upenn.edu>.


   Gazer is a sequent calculus based system for first order logic with a

   novel inference rule, gazing, that enables the system to determine

   which of a possibly large number of definitions and lemmas should be

   used at any point in a proof. Available from the authors, Dave

   Barker-Plummer <plummer@cs.swarthmore.edu> and Alex Rothenberg

   <alex@cs.swarthmore.edu>. 


Truth Maintenance:


   The truth maintenance system and problem solver implementations

   described in the book "Building Problem Solvers" by Ken Forbus and

   Johan de Kleer are available by anonymous ftp from

   parcftp.xerox.com:/ftp/pub/bps/. For more information send mail to

   Johan de Kleer <deKleer@parc.xerox.com>.


Miscellaneous:


   University of Toronto:

      ftp   -- ftp.cs.toronto.edu:/pub/ailist


      Archives of ailist mailing list, defunct as of January 19, 1990


   PAIL (Portable AI Lab)

      ftp   -- pobox.cscs.ch:/pub/ai/pail-2.2/  [148.187.10.13]

      contact: pail-info@idsia.ch

      authors: Mike Rosner <mike@idsia.ch> 

               Dean Allemang <allemang@lia.di.epfl.ch>

               


CD-ROMS:


   The Artificial Intelligence CD-ROM (Volume One, 1992) is available

   from Network Cybernetics Corporation for $129.00 per copy (plus $5

   shipping domestic, $10 shipping international). The AI CD-ROM is an

   ISO-9660 format disk usable on any computer system, and contain a

   variety of public domain, shareware, and other software of special

   interest to the AI community. The disk contains source code,

   executable programs, demonstration versions of commercial programs,

   tutorials and other files for a variety of operating systems. Among

   the supported operating systems are MS-DOS, OS/2, Mac, Amiga, and

   Unix. Among the items included are CLIPS v5.1 and NETS, courtesy of

   COSMIC, the collected source code from AIExpert magazine from the

   premier issue in June of 1986 to the present, and complete

   transcriptions of the first annual Loebner Prize competition, which

   took place at the Boston Computer Museum. It also includes examples

   many different kinds of neural networks, genetic algorithms,

   artificial life simulators, natural language software, public domain

   and shareware compilers for a wide range of languages such as Lisp,

   Xlisp, Scheme, XScheme, Smalltalk, Prolog, ICON, SNOBOL, and many

   others. Complete collections of the Neural Digest, Genetic Algorithms

   Digest, and Vision List Digest are included. Network Cybernetics

   Corporation intends to release annual revisions to the AI CD-ROM to

   keep it up to date with current developments in the field. For more

   information, write to Network Cybernetics Corporation, 4201 Wingren

   Road, Suite 202, Irving, Texas 75062-2763, call 214-650-2002, fax

   214-650-1929, or send email to ai-cdrom@ncc.com or

   steve.rainwater@ncc.com (Steve Rainwater).


   PTF is a semi-annual CD-ROM collection of UNIX-related freeware source

   code and documentation. PTF in no way modifies the legal restrictions

   on any package it includes. Each issue consists of two ISO-9660

   CD-ROMs, bound into a 50+ page booklet. PTF is particularly useful for

   programmers who do not have FTP access, but may also be useful as a

   way of saving disk space and avoiding annoying FTP searches and

   retrievals. The current issue (2-1; January, 1993) includes, among

   other things, ICOT collection and several varieties of Lisp and other

   AI languages. It sells (list) for $60 US plus applicable sales tax and

   shipping and handling charges. SUG and USENIX members may purchase the

   issue for $50. Payable through Visa, Mastercard, postal money orders

   in US funds, and checks in US funds drawn on a US bank. For more

   information write to Prime Time Freeware, 370 Altair Way, Suite 150,

   Sunnyvale, CA 94086 call 408-433-9662, fax 408-432-6149, or send email

   to ptf@cfcl.com.

----------------------------------------------------------------



Part 5 (FTP Resources):

  [5-1]  AI Bibliographies available by FTP

  [5-2]  AI Technical Reports available by FTP

  [5-3]  Where can I get a machine readable dictionary, thesaurus, and

         other text corpora?

  [5-4]  List of Smalltalk implementations.


Search for [#] to get to question number # quickly.


----------------------------------------------------------------

Subject: [5-1]  AI Bibliographies available by FTP


The Computer Science Department at the University of Saarbruecken, Germany,

maintains a large bibliographic database of articles pertaining to the

field of Artificial Intelligence. Currently the database contains more

than 25,000 references, which can be retrieved by electronic mail from

the LIDO mailserver at lido@cs.uni-sb.de. Send a mail message with

subject line "lidosearch help info" to get instructions on using the

mail server. A variety of queries based on author names, title and

year of publication are possible. The references can be provided in

BibTeX or Refer formats. The entire bibliographic database can be

obtained for a fee by ftp or on tape. Questions may be directed to

bib-1@cs.uni-sb.de.


A variety of AI-related bibliographies are located on nexus.yorku.ca

in the directory /pub/bibliographies.


For information on a fairly complete bibliography of computational

linguistics and natural language processing work from the 1980s, send

mail to clbib@csli.stanford.edu with the subject HELP. 


Stanford University (SUMEX-AIM) has a large BibTeX bibliography of

Artificial Intelligence papers and technical reports. Available by

anonymous ftp from aim.stanford.edu:/pub/ai{1,2,3}.bib

         

A BibTeX database of references addressing neuro-fuzzy issues can be

obtained by anonymous ftp from ftp.tu-bs.de (134.169.34.15) in the

directory local/papers as the (ascii) file fuzzy-nn.bib.


Robert Dale's Natural Language Generation (NLG) bibliography is

available by anonymous ftp from scott.cogsci.ed.uk [129.215.144.3] in

the directory pub/nlg.  Note that it is formatted for A4 paper. For

further information, write to Robert Dale, University of Edinburgh,

Centre for Cognitive Science, 2 Buccleuch Place, Edinburgh EH8 9LW

Scotland, or <R.Dale@edinburgh.ac.uk>.


----------------------------------------------------------------

Subject: [5-2] Technical Reports available by FTP


This section lists the anonymous ftp sites for technical reports from

several universities and other organizations. Some of the sites

provide only an online catalog of technical reports, while the rest

make the actual reports available online. The email address listed is

that of the appropriate person to contact with questions about

ordering technical reports. 


When ftping compressed .Z files, remember to set the transfer type to

binary first, using the command

        ftp> binary


Other general locations for technical reports from several

universities include:

   wuarchive.wustl.edu:/doc/techreports/ [128.252.135.4]

   cs-archive.uwaterloo.edu:cs-archive  (see Index for an index)

      AKA watdragon.uwaterloo.ca [129.97.140.24]

The uwaterloo archive includes tech reports from the Logic Programming

and Artificial Intelligence Group (LPAIG) of the University of Waterloo.


There is also a WAIS server containing tech report abstracts that can be

searched. To use, create the file ~/wais-sources/cs-techreport-abstracts.src 

containing

   (:source

      :version  3

      :ip-address "130.194.74.201"

      :ip-name "daneel.rdt.monash.edu.au"

      :tcp-port 210

      :database-name "cs-techreport-abstracts"

      :cost 0.00

      :cost-unit :free

      :maintainer "wais@daneel.rdt.monash.edu.au")

and invoke your local wais client. To add to it, email abstracts of

your papers to wais@rdt.monash.edu.au in the following format:

   %TI Title

   %AU Author (use multiple %AU lines for multiple authors)

   %PU Published In (citation information)

   %AV Availability (e.g., ftp reports.adm.cs.cmu.edu:1992/CMU-CS-92-101.ps)

   %OR Organization (see cs-techreport-archives.src for institution codes)

   %LT Local title (e.g., tech report number)

   %DA Date (and, if you want, %MN Month, %YR Year)

   %AB Abstract

If your papers are not available by FTP, you can use a %AV line such as:

   %AV mail harry.bovik@cs.cmu.edu

Further instructions are available from

   daneel.rdt.monash.edu.au:/pub/techreports/reports/README  

[Based on a post by Ashwin Ram.]


An archive of linguistics papers and preprints is available from

linguistics.archive.umich.edu:linguistics/papers/. Contact John Lawler

(jlawler@umich.edu) or linguistics-archivist@umich.edu for more

information.


The newsgroup comp.doc.techreports is devoted to distributing lists of

tech reports and their abstracts.


   MIT Artificial Intelligence Laboratory:

      ftp   -- ftp.ai.mit.edu:ai-pub/{bibliography,general-info,publications}

      email -- publications@ai.mit.edu

      browse -- telnet reading-room.lcs.mit.edu


      A full catalog of MIT AI Lab technical reports (and a listing of recent

      updates) may be obtained from the above location, by writing to

      Publications, Room NE43-818, M.I.T. Artificial Intelligence Laboratory,

      545 Technology Square, Cambridge, MA 02139, USA, or by calling

      1-617-253-6773. The catalog lists the technical reports ("AI Memos") 

      with a short abstract and their current prices. There is also a charge

      for shipping. Some recent tech reports are available in the

      publications/ subdirectory; older technical reports are NOT

      available by ftp. 


      Sandiway Fong's 1991 PhD thesis, ``The Computational Properties of

      Principle-Based Grammatical Theories,'' may be found in the

      directory pub/sandiway/.


   CMU School of Computer Science:

      ftp   -- reports.adm.cs.cmu.edu

      email -- Technical.Reports@cs.cmu.edu


   CMU Software Engineering Institute:

      ftp   --  ftp.sei.cmu.edu:/pub/documents

      email --  bjz@sei.cmu.edu


   Yale: 

      ftp   --  dept.cs.yale.edu:/pub/TR/


   University of Washington CSE Tech Reports:

      ftp   --  june.cs.washington.edu:/tr  

      email --  tr-request@cs.washington.edu


   ================


   AT&T Bell Laboratories:

      ftp   -- research.att.com:/netlib/research/cstr


      bib.Z contains short bibliography, including all the technical

      reports contained in this directory.


      ftp   -- research.att.com:/dist/ai


   Argonne National Laboratory:

      ftp   -- anagram.mcs.anl.gov:pub/tech_reports

      email -- wright@mcs.anl.gov


      Contains MCS Division preprints and technical memoranda,

      available as either .dvi or .ps files. For descriptions of the

      contents, see the subdirectory pub/tech_reports/abstracts; for

      the files themselves see the subdirectory pub/tech_reports/reports.


   Boston University:

      ftp   --  cs.bu.edu:techreports/

      email --  techreports@cs.bu.edu


   Brown University:

      ftp   --  wilma.cs.brown.edu:techreports/

      email --  techreports@cs.brown.edu


   Cambridge University: Speech, Vision & Robotics Group

      ftp   --  svr-ftp.eng.cam.ac.uk:reports/


   Columbia University:

      ftp   --  cs.columbia.edu:/pub/reports

      email --  tech-reports@cs.columbia.edu


   DEC Cambridge Research Lab:

      ftp   --  crl.dec.com:/pub/DEC/CRL/{abstracts,tech-reports}


   DEC Paris Research Lab:

      email --  doc-server@prl.dec.com

                Put commands in Subject: line of the message.

                To get a list of articles, use

                        send index articles

                To get a list of tech reports, use

                        send index reports


   DEC WRL:

      email -- wrl-techreports@decwrl.dec.com

               To get a helpfile, send a message with 

                  help

       in the subject line.


   DFKI:

      ftp   -- duck.dfki.uni-sb.de:/pub/papers

      email -- Martin Henz (henz@dfki.uni-sb.de)


   Duke University:

      ftp   --  cs.duke.edu:/dist/{papers,theses}

      email --  techreport@cs.duke.edu


   Edinburgh:

      A list of available reports can be sent via email. Send requests

      for information about reports from the Center for Cognitive Science 

      to cogsci%ed.ac.uk@nsfnet-relay.ac.uk, and from the Human Communication 

      Research Center to HCRC%ed.ac.uk@nsfnet-relay.ac.uk. 


   Electrotechnical Laboratory, Japan:

      Reports from the Cooperative Architecture project (half AI, half

      software engineering).

      ftp   -- etlport.etl.go.jp:pub/kyocho/Papers [192.31.197.99]

               See file Index.English.

      email -- Hideyuki Nakashima <nakashim@etl.go.jp>.


   Georgia Tech College of Computing, AI Group:

      ftp   -- ftp.cc.gatech.edu:pub/ai (130.207.3.245) 

      email -- Professor Ashwin Ram <ashwin@cc.gatech.edu>


   Illinois:

      email -- Erna Amerman <erna@uiuc.edu>


   Illinois Genetic Algorithms Laboratory (IlliGAL):

      email -- Eric Thompson <library@gal1.ge.uiuc.edu>

      phone -- 217-333-2346 (9AM to 5PM CT, M-F)

      mail  -- Illinois Genetic Algorithms Laboratory

               Department of General Engineering

               117 Transportation Building

               104 South Mathews Avenue

               Urbana, IL 61801-2996

      ftp   -- coming soon.


   Indiana:

      ftp   -- cogsci.indiana.edu:pub         [129.79.238.12]

      ftp   -- cs.indiana.edu:pub/techreports [129.79.254.191]


   INRIA, France:

      ftp   -- ftp.inria.fr:INRIA/publication/


   Institute for Learning Sciences at Northwestern University:

      ftp   --  aristotle.ils.nwu.edu:/pub/papers/


   New York University (NYU):

      ftp   --  cs.nyu.edu:/pub/tech-reports


   OGI:

      ftp   --  cse.ogi.edu:/pub/tech-reports

      email --  csedept@cse.ogi.edu


   Ohio State University, Laboratory for AI Research

      ftp   -- nervous.cis.ohio-state.edu:/pub/papers

      email -- lair-librarian@cis.ohio-state.edu


   OSU Neuroprose:

      ftp   -- archive.cis.ohio-state.edu:/pub/neuroprose  (128.146.8.52)


      This directory contains technical reports as a public service to the

      connectionist and neural network scientific community which has an

      organized mailing list (for info: connectionists-request@cs.cmu.edu)

      Includes several bibliographies.


   Stanford:

      ftp   -- elib.stanford.edu:/cs

   

      Very spotty collection.


   SUNY Buffalo:

      ftp   -- ftp.cs.buffalo.edu:/pub/tech-reports/


   SUNY at Stony Brook:

      ftp   -- sbcs.sunysb.edu:/pub/TechReports

      email -- rick@cs.sunysb.edu or stark@cs.sunysb.edu


      The /pub/sunysb directory contains the SB-Prolog implementation

      of the Prolog language. Contact warren@sbcs.sunysb.edu for more

      information.


   TCGA (The Clearinghouse for Genetic Algorithms):

      email -- Robert Elliott Smith <rob@comec4.mh.ua.edu>

               Department of Engineering of Mechanics

               Room 210 Hardaway Hall

               The University of Alabama

               PO Box 870278

               Tuscaloosa, AL 35487

               205-348-1618, fax 205-348-6419


   Thinking Machines:

      ftp   -- ftp.think.com:think/techreport.list


      This file contains a list of Thinking Machines technical reports.

      Orders may be placed by email (limit 5) to t-rex@think.com, or by US

      Mail to Thinking Machines Corporation, Attn: Technical reports, 245

      First Street, Cambridge, MA 01241. In addition, the directories

      cm/starlisp and cm/starlogo contain code for the *Lisp and *Logo

      simulators. 


   Tulane University:

      ftp   -- rex.cs.tulane.edu:pub/tech/  [129.81.132.1]


   University of Arizona:

      ftp   -- cs.arizona.edu:reports/

      email -- tr_libr@cs.arizona.edu


      The directory /japan/kahaner.reports contains reports on AI in

      Japan, among other things, written by Dr. David Kahaner, a

      numerical analyst on sabbatical to the Office of Naval

      Research-Asia (ONR Asia) in Tokyo from NIST. The reports are not

      written in any sort of official capacity, but are quite interesting. 


   University of California/Santa Cruz:

      ftp   -- ftp.cse.ucsc.edu:/pub/{bib,tr}

      email -- jean@cs.ucsc.edu


   University of Colorado:

      ftp   --  ftp.cs.colorado.edu:/pub/cs/techreports


   University of Florida:

      ftp   -- bikini.cis.ufl.edu:/cis/tech-reports


   University of Illinois at Urbana:

      ftp   -- a.cs.uiuc.edu:/pub/dcs

      email -- erna@a.cs.uiuc.edu


   University of Indiana, Center for Research on Concepts and Cognition:

      ftp   --  cogsci.indiana.edu:pub/

      email --  helga@cogsci.indiana.edu


   University of Kaiserslautern, Germany:

      ftp   --  ftp.uni-kl.de:reports_uni-kl/computer_science/


   University of Kentucky:

      ftp   --  ftp.ms.uky.edu:ftp/pub/tech-reports/UK/cs/


   University of Massachusetts at Amherst:

      email --  techrept@cs.umass.edu


   University of Michigan:

      ftp   -- ftp.eecs.umich.edu:/techreports

        

   University of North Carolina:

      ftp   -- ftp.cs.unc.edu:/pub/technical-reports/


   University of Pennsylvania:

      ftp   -- ftp.cis.upenn.edu:/pub/papers/

      email -- publications@upenn.edu


   USC/Information Sciences Institute:

      email -- Sheila Coyazo <scoyazo@isi.edu> is the contact.


   University of Toronto:

      ftp   -- ftp.cs.toronto.edu:/pub/reports

      email -- tech-reports@cs.toronto.edu


   University of Virginia:

      ftp   -- uvacs.cs.virginia.edu:/pub/techreports/cs


   University of Wisconsin:

      ftp   -- ftp.cs.wisc.edu:/tech-reports

      email -- tech-reports-archive@cs.wisc.edu



Some AI authors have set up repositories of their own papers:


   Matthew Ginsberg: t.stanford.edu:/u/ftp/papers


----------------------------------------------------------------

Subject: [5-3]  Where can I get a machine readable dictionary, thesaurus, and

                other text corpora?


Free:


   Roget's 1911 Thesaurus is available by anonymous FTP from the

   Consortium for Lexical Research (clr.nmsu.edu, [128.123.1.12]).

   The pathname is /pub/lexica/thesauri/roget-1911.

   It is also available from

      src.doc.ic.ac.uk:/literary/collections/project_gutenberg/roget11.txt.Z

   An old Webster's dictionary is in /text/dict/{DICT.Z,DICT.INDEX.Z}.

   Project Gutenberg also has Roget's 1911 Thesaurus. The Project

   Gutenberg archive is at mrcnext.cso.uiuc.edu:/pub/etext/. The

   Project Gutenberg archive collects public domain electronic books. For more

   information, write to Michael S. Hart, Professor of Electronic Text,

   Executive Director of Project Gutenberg Etext, Illinois Benedictine

   College, Lisle, IL 60532 or send email to hart@vmd.cso.uiuc.edu.


   For people without FTP, Austin Code Works sells floppy disks

   containing Roget's 1911 Thesaurus for $40.00. This money helps support

   the production of other useful texts, such as the 1913 Webster's dictionary.


   The Online Book Initiative maintains a text repository on

   world.std.com (a public access UNIX system, 617-739-WRLD). See the

   README file on obi.std.com:/obi/. For more information, send email to

   obi@world.std.com, write to Software Tool & Die, 1330 Beacon Street,

   Brookline, MA 02146, or call 617-739-0202.


   The CHILDES project at Carnegie Mellon University has a lot of data of

   children speaking to adults, as well as the adult written and adult

   spoken corpora from the CORNELL project.  Contact Brian MacWhinney

   <brian@andrew.cmu.edu> for more information.


   The Association for Computational Linguistics (ACL) has a Data

   Collection Initiative. For more information, contact Donald Walker at

   Bellcore, walker@flash.bellcore.com.


   Two lists of common female first names (4967 names) and male first

   names (2924 names) are available for anonymous ftp from ftp.cs.cmu.edu

   in the directory user/ai/software/nlp/corpora/names/. Read

   the file README first. [Note that you must cd to this directory in one

   atomic operation, as superior directories are protected during an

   anonymous ftp.] Send mail to mkant@cs.cmu.edu for more information.


   A list of 110,000 English words (one per line, in ASCII) is

   available in the PD1:<MSDOS.LINGUISTICS> directory on SIMTEL20 as the

   files WORDS1.ZIP, WORDS2.ZIP, WORDS3.ZIP, and WORDS4.ZIP. Although the

   list is in MS-DOS files, it can easily be used on other machines (but

   first you'll have to unzip the files on a DOS machine). The list

   includes inflected forms of the words, such as plural nouns and the

   -s, -ed, and -ing forms of verbs; thus the number of lexical stems in

   the list is considerably smaller than the total number of word forms.

   These files are available via FTP from WSMR-SIMTEL20.ARMY.MIL

   [192.88.110.20].  SIMTEL20 files are mirrored on wuarchive.wustl.edu.


   The Collins English Dictionary encoded as a Prolog fact base is

   available from the Oxford Text Archive by anonymous ftp from

      black.ox.ac.uk:ota/dicts/1192/  [129.67.1.165]

   The Oxford Text Archive includes many other texts, dictionaries,

   thesauri, word lists, and so on, most of which are available for

   scholarly use and research only. See the files

      black.ox.ac.uk:ota/textarchive.{form,info,list,sgml} 

   for more information, or write to archive@ox.ac.uk, Oxford Text Archive,

   Oxford University Computing Services, 13 Banbury Road, Oxford OX2

   6NN, UK, call 44-865-273238 or fax 44-865-273275.


   Chuck Wooters <wooters@icsi.berkeley.edu> has extracted the most

   likely pronunciation for each of about 6100 words in the hand-labeled

   TIMIT database, and made them available by anonymous ftp from

   ftp.icsi.berkeley.edu:pub/speech/TIMIT.mostlikely.Z.


   A list of homophones from general American English is available by

   anonymous ftp from svr-ftp.eng.cam.ac.uk:comp.speech/data/ as the file

   homophones-1.01.txt. To receive the list by email, send mail to

   Evan.Antworth@sil.org. The list was compiled by Tony Robinson.


Commercial:


   Illumind publishes the Moby Thesaurus (25,000 roots/1.2 million

   synonyms), Moby Words (560,000 entries), Moby Hyphenator (155,000

   entries), and the Moby Part-of-Speech (214,000 entries) and Moby

   Pronunciator (167,000 entries with IPA encoding, syllabification, and

   primary, secondary, and tertiary stress marks) lexical databases. All

   databases are supplied in pure ASCII, royalty-free, in both Macintosh

   and MS-DOS disk formats (also in .Z file formats). Both commercial (to

   resell derived structures as part of commercial applications) and

   educational/research licenses are available. For more information,

   write to Illumind, Attn: Grady Ward, 3449 Martha Court, Arcata, CA

   95521, call 707-826-7715, or send email to grady@netcom.com.


   The Oxford Text Archive has hundreds of online texts in a wide variety

   of languages, including a few dictionaries (the OED, Collins, etc.).

   The Lancaster-Oslo-Bergen (LOB), Brown, and London-Lund corpii are also

   available from them.  For more information, write to Oxford Electronic

   Publishing, Oxford University Press, 200 Madison Avenue, New York, NY

   10016, call 212-889-0206, or send mail to archive@vax.oxford.ac.uk.

   (Their contact information in England is Oxford Text Archive, Oxford

   University Computing Service, 13 Banbury Road, Oxford OX2 6NN, UK, +44

   (865) 273238.)


Mailing Lists:


   CORPORA is a mailing list for Text Corpora. It welcomes information

   and questions about text corpora such as availability, aspects of

   compiling and using corpora, software, tagging, parsing, and

   bibliography. To be added to the list, send a message to

   corpora-request@x400.hd.uib.no. Contributions should be sent to 

   corpora@x400.hd.uib.no.


Linguistic Data Consortium:


   The Linguistic Data Consortium was established to broaden the collection

   and distribution of speech and natural language data bases for the

   purposes of research and technology development in automatic speech

   recognition, natural language processing, and other areas where large

   amounts of linguistic data are needed.  Information about the LDC is

   available by anonymous ftp from ftp.cis.upenn.edu:/pub/ldc [130.91.6.8].

   Documents available in this directory include a paper on the background,

   rationale and goals of the LDC, a brief list of available data bases,

   and some tables summarizing these corpora. For further information,

   contact Elizabeth Hodas, <ehodas@walnut.ling.upenn.edu>, Mark Liberman

   <myl@unagi.cis.upenn.edu>, or Jack Godfrey <jgodfrey@unagi.cis.upenn.edu>.


----------------------------------------------------------------

Subject: [5-4]  List of Smalltalk implementations.


   Little Smalltalk -- Tim Budd's version of Smalltalk

   cs.orst.edu: /pub/budd/small.v3.tar


   GNU Smalltalk

   prep.ai.mit.edu:/pub/gnu/smalltalk-1.1.1.tar.Z  


----------------------------------------------------------------



Part 6 (Expert System Shells):

  [6-1]  Introduction and Acknowledgements

  [6-2]  Other Sources of Information

  [6-3]  Free/Cheap Expert System Shells

  [6-4]  Commercial Expert System Shells


Search for [#] to get to question number # quickly.


----------------------------------------------------------------

Subject: [6-1]  Introduction and Acknowledgements


This is a list of commercial expert system shells and companies

originally based on posts by Jason Trenouth <jason@harlequin.co.uk>,

George Betzos <gabetzos@mailbox.syr.edu>, and Foxvog Douglas

<dfo@vttoulu.tko.vtt.fi>, as well as parts of the commercial products

section of the AI FAQ.  Thanks also to Arnold Bloemer

<bloemer@tnt.uni-hannover.de>, Hans Voss, Stephan Weber, Tom Laffey,

ljs@zycor.lgc.com, Hal Waters, Philip Vanneste, Daniel Corkill, Bruce

Chih-Lung Lin, Willem Van Dyk, Kan-Lee Liou, Les Degroff, Alex Kean,

Bob Orchard, Steve Witt, Cameron Laird, Thomas A. Russ, Peter Pavek,

Ingemar Hulthage, Jerry Franke, Julian Smart, Andrew Verden, Remi

Lissajoux, Patrick Albert, Patrick Suel, Liz Allen. Thanks to Richard

Fozzard for information about MIKE and ES.


Many "real-time" expert systems are 'soft' real-time systems, in that

they claim to be fast. A 'hard' real-time system would have features

that guarantee a response within a fixed amount of real-time (e.g.,

bounded computation, not just a fast match-recognize-act cycle).

Systems like G2 use event-driven processing (restricting certain rules

to execute only when specific WM elements change in a particular way)

as a method of limiting forward chaining.


----------------------------------------------------------------

Subject: [6-2]  Other Sources of Information


In addition to the free expert system shells listed below, the Prolog

Resource Guide lists a variety of Prolog implementations and products.

In addition to being backward-chaining systems, many prolog

implementations provide support for forward-chaining rules and other

expert systems requirements. For example, Amziod sells

Dennis Merritt's book, "Building Expert Systems in Prolog",

Springer-Verlag, 1989, for $47 (with disk containing source code for $82).


The July/August 1992 issue of PC AI magazine includes their annual

product guide for expert systems and related tools.  The December 1992

issue of AI Expert Magazine, pages 42-49, contains an Expert System

Resource Guide. The February 1991 issue of IEEE Computer has an

article about Expert System Tools. Another article of possible

interest is "Selection Criteria for Expert System Shells: A

Socio-Technical Framework", by Anthony C. Stylianou, Gregory R. Madey,

and Robert D.  Smith, CACM 35(10):30-48, October 1992.


Part 3 of the AI FAQ lists several key references on expert systems.


----------------------------------------------------------------

Subject: [6-3] Free/Cheap Expert System Shells


FOCL   -- ics.uci.edu:pub/SaranWrap/{README,KR-FOCL-ES.cpt.hqx}

  Contact: pazzani@ics.uci.edu

  Expert System Shell and Machine Learning Program;

  Extends Quinlan's FOIL.


SOAR      -- ftp.cs.cmu.edu:

      /afs/cs.cmu.edu/project/soar/public/Soar5/ -- Lisp Version

      /afs/cs.cmu.edu/project/soar/public/Soar6/ -- C Version

    Contact: soar-request@cs.cmu.edu

    Integrated Agent Architecture. Supports learning through chunking.


OPS5   -- ftp.cs.cmu.edu:user/ai/software/expert-systems/ops5.tar.Z


BABYLON-- gmdzi.gmd.de:gmd/ai-research/Software/ (129.26.8.90)

  (BinHexed stuffit archive of Babylon)

  Development environment for expert systems.


CLIPS 6.0 is an OPS-like forward chaining production system written in

ANSI C by NASA. The CLIPS inference engine includes truth maintenance,

dynamic rule addition, and customizable conflict resolution strategies.

CLIPS, including the runtime version, is easily embeddable in other

applications. CLIPS now includes an object-oriented language called COOL.

CLIPS runs on IBM PC compatibles (including Windows 3.1 and MS-DOS 386

versions), Macintosh, VAX 11/780, Sun 3/260, and HP9000/500.  CLIPS is

available from COSMIC at a nominal fee for unlimited copies with no

royalties. (CLIPS is available free to NASA, USAF, and their contractors

for use on NASA and USAF projects.) For more information, email

service@cossack.cosmic.uga.edu, write COSMIC, University of Georgia, 382

East Broad Street, Athens, GA 30602, call 706-542-3265, or fax

706-542-4807. To subscribe to the CLIPS mailing list, send a message to

the list server listserv@cossack.cosmic.uga.edu (128.192.14.4) with

message body SUBSCRIBE CLIPS-LIST. An electronic bulletin board

containing information regarding CLIPS can be reached 24 hours a day at

713-280-5375 or 713-280-7552. Communications information is 300, 1200, or

2400 baud, no parity, 8 data bits, and 1 stop bit. The CLIPS help desk

phone number is 713-280-8919 and email address is

stbprod@krakatoa.jsc.nasa.gov. (The address is STB Products Help Desk,

LinCom Corporation, 1020 Bay Area Boulevard, #200, Houston, TX

77058-2628.) The book "Expert Systems: Principles and Programming" by

Joseph Girrantano and Garey Riley comes with an MS-DOS CLIPS 4.2

interpreter.


MIKE and ES:

   The October/November 1990 issue of BYTE described two expert systems

   named MIKE and ES. MIKE is a frame-based system built in an included

   public domain Prolog for IBM-PCs. ES supports backward/forward

   chaining, fuzzy set relations, and explanation, and is a standalone

   executable for IBM-PCs. They are available by anonymous ftp from

   ftp.uu.net:/pub/ai/expert-sys/ [192.48.96.9] as mike/mike1.tar.Z,

   mike/mike2.tar.Z and summers.tar.Z. ftp.uu.net is mirrored on

   unix.hensa.ac.uk [129.12.21.7] under /pub/uunet/.


----------------------------------------------------------------

Subject: [6-4] Commercial Expert System Shells


The commercial products below are listed in alphabetical order.


1ST-CLASS, 1ST-CLASS FUSION, and 1ST-CLASS HT run on personal

computers. For more information, write to 1st-Class Expert Systems,

Inc., 526 Boston Post Road, Suite 150, Wayland, MA 01778 or call

800-872-8812 (508-358-7722). See PC Tech Journal 7(4):111, April, 1989

and PC Week 6(20):23, May 22, 1989.


ACTIVATION FRAMEWORK runs on personal computers and costs $5000.  This

tool is not a tradition expert system shell, rather is a tool for

building real-time data interpretation applications.  The vendor

claims the tool competes with Gensym's G2 in terms of application

domains.  However, G2 is not a tool for end users, but rather for C

and/or Ada software developers. For more information, write to The

Real-Time Intelligent Systems Corporation, 26 Worthen Street,

Chelmsford, MA 01824, or call 508-250-4633.


Aion Development System (ADS) runs on numerous platforms, including

DOS, OS/2, SunOS, Microsoft Windows, and VMS.  It includes an object

oriented knowledge representation, forward, backward, bidirectional,

and pattern matching rules, graphics, calls to/from other languages

(C, Pascal, ...), and the Choreographer graphical user interface. For

more information, write to Aion Corporation, 101 University Avenue,

Palo Alto, CA 94301, call 800-845-2466 (415-328-9595), or fax

415-321-7728.  For Europe, write to Software Generation,

Kontichsesteenweg 40, B 2630 Aartselaar, Belgium, call

32-(0)3-877.12.93, or fax 32-(0)3-877.13.55


ART-IM and CBR Express run on personal computers (ART-IM $8,000, CBR

Express $10,000), workstations (CBR Express $12,500), and IBM

mainframes (CBR Express $150,000).  Although ART-IM can be purchased

as a separate product, it is part of CBR Express. ART-IM does

forward-chaining, has object-oriented contructs, and a good C interface.

It will also do backward chaining but you have to program that into

the rules yourself (easy enough to do). For more information, write

to Inference Corporation, 550 North Continental Boulevard, El Segundo,

CA 90245, call 213-322-0200, or fax 213-322-3242.


BABYLON. For more information, write to VW-GEDAS GmbH, Pascalstrasse

11, W-1000 Berlin 10, call +49 30-39-970-0, or fax +49 30-39-970-999.


CLIPS is an OPS-like forward chaining production system written in ANSI C

by NASA. The CLIPS inference engine includes truth maintenance, dynamic

rule addition, and customizable conflict resolution strategies. CLIPS,

including the runtime version, is easily embeddable in other applications.

CLIPS runs on IBM PC compatibles, Macintosh, VAX 11/780, Sun 3/260, and

HP9000/500.  CLIPS is available from COSMIC at a nominal fee for unlimited

copies with no royalties. CLIPS includes the Common Object-Oriented

Language (COOL) for real object-oriented programming. For more

information, email service@cossack.cosmic.uga.edu, write COSMIC,

University of Georgia, 382 East Broad Street, Athens, GA 30602, call

404-542-3265, or fax 404-542-4807. To subscribe to the CLIPS mailing list,

send a message to the list server listserv@cossack.cosmic.uga.edu

(128.192.14.4) with message body SUBSCRIBE CLIPS-LIST. An electronic

bulletin board containing information regarding CLIPS can be reached 24

hours a day at 713-280-3896 or 713-280-3892. Communications information is

300, 1200, or 2400 baud, no parity, 8 data bits, and 1 stop bit. The CLIPS

help desk phone number is 713-286-8919 and email address is

stbprod@krakatoa.jsc.nasa.gov. The book "Expert Systems: Principles and

Programming" by Joseph Girrantano and Garey Riley comes with an MS-DOS

CLIPS interpreter, but is geared toward an older version of CLIPS.


COGNATE runs on the Apple Macintosh and costs $250. For more

information, write to Peridom, PO Box 1812, Bowie, MD 20716, or call 

301-390-9570. See also MacUser 4(12):134, December, 1988.


COGSYS. For more information, write to COGSYS Ltd., Enterprise House,

Unit 37, Salford University Business Park, Salford M6 6AJ, England, or

call 061-745-7604.


CRYSTAL runs on personal computers and is available from Intelligent

Environemnts. See PC Magazine 8(2), January 31, 1989.


ECLIPSE runs on personal computers (DOS, Windows). System V Unix and

POSIX versions are also available. The syntax is derived from

Inference Corporations' ART and is compatible with NASA's CLIPS.

Features include data-driven pattern matching, forward and backward

chaining, truth maintenance, support for multiple goals, relational

and object-oriented representations, and integration with dBase. For

more information, write to The Haley Enterprise, Inc., 413 Orchard

Street, Sewickley, PA 15143, call 412-741-6420, or fax 412-741-6457.

See also IEEE Computer, February 1991, pages 19-31. Cost is $999 for

Windows, $1,999 for Unix, $799 for DOS 386, and $1,499 for OS/2.


EXPERT-EASE runs on personal computers and is available from

Expertech, Ltd. See PC User (103):94, March 29, 1989.


Exper-OPS5-Plus runs on the Apple Macintosh and costs $495. For more

information, write to ExperTelligence, 5638 Hollister, Suite 302,

Goleta, CA 93117, call 800-828-0113 (except CA), 800-826-6144 (CA

only), or 805-967-1797. See MacUser 4(12):134, December, 1988.


EXSYS runs under MS-DOS, MS-Windows, Apple Macintosh, Sun Open Look,

Unix and Vax and is available from Exsys, Inc., 1720 Louisiana

Boulevard, NE, Suite 312, Albuquerque, NM 87110, call 800-676-8356

(505-256-8356), or fax 505-256-8359. See also PC Tech Journal

7(1):115, January, 1989. A demo version for MS-Windows or Macintosh is

available for $40. [6/93]


FLEX is a hybrid expert system toolkit available across a wide range of

different hardware platforms which offers frames, procedures and rules

integrated within a logic programming environment.  FLEX supports

interleaved forward and backward chaining, multiple inheritance,

procedural attachment, an automatic question and answer system.  Rules,

frames and questions are described in a English-like Knowledge

Specification Language (KSL) which enables the development of easy-to-read

and easy-to-maintain knowledge bases.  FLEX is implemented in, and has

access to, Prolog. FLEX is available from LPA (who originally developed

flex on the PC), and also from most major Prolog vendors under license,

including Quintus, BIM, Interface, and ISL.  FLEX has been used in

numerous commercial expert systems, and prices on a PC running Windows or

on a Macintosh start at around $1,000.  [A review of Quintus-flex is

expected in an upcoming issue of PC-AI. --mk] For more information contact:

Logic Programming Associates Ltd, Studio 4, R.V.P.B., Trinity Road, 

London, SW18 3SX.  Tel: +44 81 871 2016; Fax: +44 81 874 0449.

Email: lpa@cix.compulink.co.uk


G2 is a real-time expert system shell that runs on workstations and

personal computers. It has real-time temporal reasoning, with rules,

procedures, and functions built around an object-oriented paradigm.

One can interface, both locally and over a network (TCP/IP and

DECnet), to other programs (C and ADA), control systems, and

databases.  G2 provides distributed computing and a multi-user

client/server architecture.  For more information, write to Gensym

Corporation, 125 Cambridge Park Drive, Cambridge, MA 02140, call

617-547-2500/9606, or fax 617-547-1962.


GBB, generic blackboard framework: provides:

 -- A high-performance blackboard database compiler and

      runtime library, which support pattern-based, multidimensional 

      range-searching algorithms for efficient proximity-based retrieval 

      of blackboard objects

 -- KS representation languages

 -- Generic control shells and agenda-management utilities

 -- Interactive, graphic displays for monitoring and examining

    blackboard and control components

These components provide the infrastructure needed to build

blackboard-based applications. GBB is available for DOS/Windows, Mac,

Unix workstations (Sun, HP/Apollo, IBM, DEC, Silicon Graphics),

Symbolics and TI Explorer Lisp machines.  (GBB is a significantly enhanced,

commercial version of the UMass GBB research framework, available via

FTP from dime.cs.umass.edu:/gbb/.) NetGBB, distributed extension to

GBB, provides to GBB the communication and coordination facilities

needed to build heterogenous distributed blackboard applications.

For more information write to Blackboard Technology Group, Inc., 401 Main 

Street, Amherst, MA  01002, call 413-256-8990, or fax 413-256-3179. To

be added to the mailing lists, send mail to gbb-user-request@bn.cs.umass.edu.

There are two mailing lists, gbb-user (moderated) and gbb-users (unmoderated).


GEST (Generic Expert System Tool) is a blackboard system internationally

licensed by Georgia Tech for expert system applications. Available on

Symbolics and SUN systems, GEST incorporates a number of knowledge

representation techniques and inference engine gearing mechanisms to

provide users a repertoire of knowledge structures to draw upon in

developing application systems.  A tutorial demonstration expert system is

included with the GEST software and is included as a chapter in the

documentation. The Symbolics version of GEST will be available at no cost

via FTP on July 1, 1993. The SUN version license is $9,500 and includes

all source code.  For licensing information, please contact Susan Coryell

at susan.coryell@gtri.gatech.edu, 404-894-5241 (office), 404-894-9081 (fax), 

or write to Susan Coryell, GTRI-CSITL, Georgia Tech, Atlanta, GA 30332.


GOLDWORKS II. For more information, write to Gold Hill Computers, Inc.,

26 Landsdowne Street, Cambridge, MA 02139, call 800-242-5477

(617-621-3300), or fax 617-621-0656.


GURU is a real-time expert system that runs on personal computers. For

more information, write to Micro Data Base Systems, Inc. (MDBS), PO

Box 6089, Lafayette, IN 47903-6089 call 800-344-5832 (317-463-2581),

or fax 317-448-6428.


HyperX runs on the Apple Macintosh. For more information, write to

Millenium Software, 1970 S. Coast Highway, Laguna Beach, CA 92651, or

call 714-497-7439. See also MacWeek 3(5):6, January 31, 1989.


ILOG RULES is a high performance embeddable rule-based inference

engine. It is a forward chaining tool, written in C++ (hence it is

object-oriented and supports inheritance mechanisms) and is also

provided as a C++ library. It runs virtually on any Unix platform

(e.g., HP97X0, Sun4, RS/6000, DecStations) as well as on PCs running

DOS (with or without MS/Windows) or OS/2.  It extends OPS/5 with

nested premises (objects as values), rule packets (logical grouping of

rules), a full Truth Maintenance System (TMS) for efficient

non-monotonic reasoning, compilation of rules into C/C++ code, and an

object oriented data-model in C++. ILOG RULES work directly on user

objects, so interfacing is straightforward. C/C++ code may be included

in rule conditions and actions.  ILOG RULES is based on the fast XRETE

implementation of the RETE algorithm developed by Thomson-CSF.  For

more information, contact ILOG, Inc., 2073 Landings Drive, Mountain

View, CA 94043, tel 415-390-9000, fax 415-390-0946, e-mail

info@ilog.com.  European customers should contact ILOG SA, 2, av.

Gallieni, BP 85, 94253 Gentilly CEDEX, France, tel +33 (1)

46-63-66-66, fax +33 (1) 46-63-15-82, e-mail info@ilog.fr.


INTELLIGENT DEVELOPER runs on the Apple Macintosh and costs $395.  For

more information, write to Hyperpress Publishing, PO Box 8243, Foster

City, CA 94404, or call 415-345-4620. See also MacUser 4(12):134,

December, 1988.


INTELLIGENCE COMPILER.  For more information, write to Intelligence

Ware 9800 S. Sepulveda Blvd.  Los Angeles, CA 90045-5228 call

213-417-8896, or fax 213-417-8897.


Instant-Expert Plus runs on the Apple Macintosh and costs $498.  For

more information, write to Human Intellect Systems, 1670 South

Amphlett Blvd, Suite 326, San Mateo, CA 94402, or call 800-522-5939

(415-571-5939).  See also MacUser 4(12):134, December, 1988.


KBMS runs on personal computers. For more information, write to

AICorp, 138 Technology Drive, Waltham, MA 02254-9748, or call

617-891-6500.  PC Week 6(35):63, September 4, 1989.


KEE, ProKappa, and Kappa run on personal computers, workstations, and

Lisp machines. For more information, write to IntelliCorp, Inc., 1975

El Camino Real West, Mountain View, CA 94040-2216, call

415-956-5660/5500 or fax 415-965-5647. See also Communications of the

ACM 31(4):382-401, April, 1988.


KES and SNAP run on personal computers (KES $4,000), workstations (KES

$10,000, SNAP $40,000 on most platforms), minicomputers (KES $25,000),

IBM mainframes (KES $60,000). Although KES can be purchased

separately, it is part of SNAP. For more information write to Software

Architecture and Engineering, Inc., 1600 Wilson Boulevard, Suite 500,

Arlington, VA 22209, call 703-276-7910, or fax 703-284-3821.  Write to

Template Software, 13100 Worldgate Drive, Suite 340, Herndon, Virginia

22070, call 703-318-1000, or fax 703-318-7378.


Knowledge Craft runs on minicomputers and Lisp machines. For more

information, write to Carnegie Group, 5 PPG Place, Pittsburgh, PA

15222, call 800-284-3424 (412-642-6900), or fax 412-642-6906.


KnowledgeWorks runs on workstations (Sun3, Sparc, DEC (MIPS), HP

400,700, IBM RS6000, Intergraph, MIPS).  It includes a CLOS-based

object system, OPS compatible forward chainer (2500 firings/sec on a

Sparc2), Prolog compatible backward chainer (40 KLIPS), graphical

programming environment, user-defined conflict resolution, MetaRule

Protocol for extending execution model, and a SQL interface for

relational databases.  For more information write to Harlequin Inc.,

One Cambridge Center, Cambridge, MA 02142, USA, call

1-800-works-for-you (1-800-967-5749) or 617-252-0052, or fax

617-252-6505.  European customers should write to Harlequin Ltd.,

Barrington Hall, Barrington, Cambridge CB2 5RG, UK, call 0223-872522,

or fax 0223-872519. E-mail: knowledgeworks-request@harlqn.co.uk or

works@harlequin.com. They also sell LispWorks (a Common Lisp and Prolog

programming environment) -- see part 4 of the Lisp FAQ, MLWorks (an ML

programming environment), and Watson (an intelligence analysis tool).


Laser. For more information, write to Bell Atlantic Knowledge Systems,

Inc., P.O. Box 3528, Princeton, NJ 08543-3528, or call 800-552-2257

(609-275-8393).


Level5 and Level5/Macintosh runs on personal computers and the Apple

Macintosh ($695). For more information, write to Information Builders,

1250 Broadway, New York, NY 10001, or call 800-444-4303

(212-736-4433). See also MacUser 4(12):134, December, 1988, AI Expert

4(5):71, May, 1989, and MacUser 6(2):88, February, 1990.


M.4 runs on personal computers (DOS, Windows) and sells for $995

(special pricing is currently in effect, selling for $495). A version

for Sun workstations and the Apple Macintosh is under development. It

features a modular Kernel Library for linking into C-language

applications, backward and forward chaining, pattern matching,

certainty factors, procedural control, and an object-oriented

programming system. M.4 is embeddable, configurable, and extendable.

For more information, write to Cimflex Teknowledge Corporation, 1810

Embarcadero Road, Palo Alto, CA 94303, or call 800-285-0500

(415-424-0500), fax 415-493-2645.


MacSMARTS, MacSMARTS - Professional, and HyperSMARTS run on the Apple

Macintosh (all versions less than $500). For more information, write

to Directory Cognition Technology, 55 Wheeler Street, Cambridge, MA

02138, or call 617-492-0246. See also MacUser 4(12):134, December,

1988.


MERCURY KBE. For more information, write to Artificial Intelligence

Technologies, Inc., 40 Saw Mill River Road, Hawthorne, NY 10532, call 

800-333-1406 (914-347-6860), or fax 914-347-3182.


MUSE. For more information, write to Cambridge Consultants, Science

Park, Milton Road, Cambridge CB4 4DW, England, or call

0223-420024 Cambridge.


NEXPERT OBJECT runs on over 30 platforms supported including personal

computers ($5000), Macintosh ($5000), workstations ($12,000),

minicomputers, and mainframes. Nexpert Object is written in C, and

includes a graphical user interface, knowledge acquisition tools, and

forms system. For more information, write to Neuron Data, 156

University Avenue, Palo Alto, CA 94301, call 800-876-4900

(415-321-4488), or fax 415-321-3728. Other office include New York,

212-832-8900; Philadelphia, 215-941-2981; Washington, DC,

703-821-8800; Los Angeles, 714-851-4621; Chicago, 708-955-3688;

Houston, 713-739-9020; United Kingdom, 44-71-408-2333, fax

44-71-495-6274; France, 33-1-40-70-04-21, fax 33-1-47-23-71-43; and

Japan, 81-3-3746-4371, fax 81-3-3746-4374.  See also IEEE Software

5(5):98, September, 1988, PC Tech Journal 6(11):112, November, 1988,

MacUser 4(12):134, December, 1988, MacUser 4(9):136, September, 1989,

Computer Language 6(12):123, December, 1989, PC Week 7(26):43, July 2,

1990, MacWeek 4(25):10, July 10, 1990, and IEEE Expert December, 1991,

page 72.


Personal Consultant Plus. For more information, write to Texas Instruments

PO Box 2909, MS/2240, Austin, TX 78769, or call 800-527-3500.


RAL (Rule-extended Algorithmic Language) is a C-based RETE (OPS83)

implementation that allows one to seamlessly add rules and objects to

C programs. It runs on Apollo, Sony News, AT&T 3B series, Aviion,

DecStation, HP9000, RS/6000, Sun3, Sparc, Pyramid, Stratus, Unix

System V 386 machines, VAX, microVAX (VMS) and DOS. Production Systems

Technologies was founded by Charles Forgy, the original inventor of

the RETE algorithm.  For further information, write to Production

Systems Technologies, Inc., 5001 Baum Boulevard, Pittsburgh, PA 15213,

call 412-683-4000 or fax 412-683-6347. [6/93]


RTworks is a family of independent software modules developed for

intelligent real-time data acquisition and monitoring, data analysis,

message/data distribution, and message/data display. RTworks offers a

number of sophisticated problem-solving strategies including

knowledge-based systems, a point-and-click graphical user interface,

temporal and statistical reasoning, and the ability to distribute an

application over a heterogeneous network.  Included with RTworks is a

high-speed inference engine (RTie) which is used to analyze the data

using objects, classes, procedures, and rules. The IE can perform

trending, prediction and temporal reasoning of rapidly changing data.

Displays can be built by non-programmers using a user-friendly DRAW

program.  More than 60 different formats are provided for displaying

input data including strip charts, bar charts, control charts, dials,

pie charts, and high-low graphs.  Graphical objects can be tied to

variables which dynamically control attributes such as color, scale,

rotation, motion, animation, and more.  RTworks runs in a

client-server architecture in which the RTserver process intelligently

distributes the application's messages and data to only the client

prcoesses which need them. User-defined client processes can connect

to the RTserver and send and receive messages with other processes in

the application. Possible applications include process control,

network monitoring, financial trading, and command and control.

RTworks is available on a variety of Unix and VMS platforms under a

floating license in which you pay only for the number of simultaneous

users, and the software is not node-locked to a particular machine.

Current RTworks customers include Lockheed, NASA, Dow Chemical, PG&E

(Pacific, Gas, and Electric), SWIFT, Mazda, and NTT. For further

information, write to Talarian Corporation, 444 Castro Street, Suite

140, Moutain View, CA 94041, call 415-965-8050, fax 415-965-9077, or

send E-mail to don@talarian.com or tom@talarian.com.


SMECI is an expert system shell based on Lisp. For more information,

contact ILOG, Inc., 2073 Landings Drive, Mountain View, CA 94043, tel

415-390-9000, fax 415-390-0946, email info@ilog.com.  European

customers should write to ILOG, 2, av. Gallieni, BP 85, 94253 Gentilly

Cedex, France, tel +33 (1) 46-63-66-66, fax +33 (1) 46-63-15-82, email

info@ilog.fr.


TestBench, Shell is available from the Carnegie Group, Pittsburgh,

Pennsylvania.  The development environment runs on the SUN workstations

and the production environment on a number of platforms including PCs and

NeXT machines.


VP-EXPERT runs on the Apple Macintosh.  For more information, write to

Paperback Software, 2830 Ninth Street, Berkeley, CA 94710, or call

415-644-2116. See also MacUser 4(12):134, December, 1988.


YAPS is a tool for building expert systems and other programs that use

a rule-based knowledge representation in Lisp. The YAPS library

provides a CLOS class and appropriate methods which the programmer may

mix into his/her own classes or use directly.  Rules and facts about

an instance are associated with the instance.  Instead of one large

knowledgebase with many rules which are hard to debug and maintain,

the programmer creates smaller knowledge-bases which are modular and

more efficient.  The YAPS knowledge-bases can interact with and be

controlled by the programmer's other modules, making hybrid systems

straightforward.  Introduced by Liz Allen at AAAI-83, YAPS is now

available on Apple Macintosh, Sun3 and Sun4 (SPARC), DEC VAX under VMS

and Ultrix, and 88Open platforms. On workstations, a single license

costs $3995 and on the Macintosh (under Macintoch Common Lisp), it is

$445. YAPS runs in most commercial Common Lisps including Allegro CL,

Harlequin Lispworks, Lucid CL, IBUKI CL, and Macintosh Common Lisp.

YAPS is also available for the TI Explorer and Symbolic Lisp Machines,

and a Flavors version is available for Sun3 in Franz Lisp.  Other

ports are underway -- for price and availability contact College Park

Software at 461 W. Loma Alta Dr., Altadena, CA 91001-3841, USA; or by

email at info@cps.altadena.ca.us, or call 818-791-9153 (voice) or

818-791-1755 (FAX).

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