Relay-Version: version B 2.10 5/3/83; site utzoo.UUCP Posting-Version: version B 2.10.3 4.3bsd-beta 6/6/85; site ucbvax.BERKELEY.EDU Path: utzoo!decvax!bellcore!ulysses!ucbvax!gte-labs.CSNET!rich From: rich@gte-labs.CSNET (Rich Sutton) Newsgroups: mod.ai Subject: Seminar - Connectionist Expert Systems (GTE) Message-ID: <8606050424.AA02862@ucbvax.Berkeley.EDU> Date: Wed, 4-Jun-86 11:18:18 EDT Article-I.D.: ucbvax.8606050424.AA02862 Posted: Wed Jun 4 11:18:18 1986 Date-Received: Thu, 5-Jun-86 09:44:03 EDT Sender: daemon@ucbvax.BERKELEY.EDU Organization: The ARPA Internet Lines: 35 Approved: ailist@sri-ai.arpa "Connectionist Expert Systems in a Noisy World" by Stephen I. Gallant This talk will describe a model for connectionist expert systems (MACIE) and show how it is well suited to noisy and redundant environments. Connectionist expert systems are diagnostic expert systems based upon a connectionist model with several interesting features: -- They can be generated from training examples (and/or rules) -- They perform forward chaining to make conclusions and backward chaining to elicit additional information -- They give IF-THEN rules to justify their inferences, even though their knowledge base contains no such rules -- They are arguably less prone to brittle behavior than traditional expert systems. In the talk it will be shown how an expert system for a noisy and redundant problem can be constructed from: (1) a noise-free model of an underlying process (perhaps a traditional expert system) and (2) a model for the noise involved. System generation is entirely automated. Where: GTE Labs, Waltham, MA When: June 11th, 9:30 am Contact: Rich Sutton, rich@gte-labs.csnet, 617-466-4133 (or 466-4207) Net address of speaker: sig@northeastern Also: That afternoon we will have an informal research meeting of connectionists from GTE, UMass, and Northeastern Welcome: Visitors are welcome!