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A connectionist model for predicate logic reasoning using coarse-coded distributed representations

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Title A connectionist model for predicate logic reasoning using coarse-coded distributed representations
 
Creator SANJEEVI, SG
BHATTACHARYA, P
 
Subject temporal synchrony
 
Description In this paper, we describe a model for reasoning using forward chaining for predicate logic rules and facts with coarse-coded distributed representations for instantiated predicates in a connectionist frame work. Distributed representations are known to give advantages of good generalization, error correction and graceful degradation of performance under noise conditions. The system supports usage of complex rules which involve multiple conjunctions and disjunctions, The system solves the variable binding problem in a new way using coarse-coded distributed representations of instantiated predicates without the need to decode them into localist representations. Its performance with regard to generalization on unseen inputs and its ability to exhibit fault tolerance under noise conditions is studied and has been found to give good results.
 
Publisher SPRINGER-VERLAG BERLIN
 
Date 2011-10-23T18:13:49Z
2011-12-15T09:11:16Z
2011-10-23T18:13:49Z
2011-12-15T09:11:16Z
2005
 
Type Article; Proceedings Paper
 
Identifier KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS,3682,732-738
3-540-28895-3
0302-9743
http://dspace.library.iitb.ac.in/xmlui/handle/10054/15198
http://hdl.handle.net/100/1965
 
Source 9th International Conference on Knowledge-Based Intelligent Information and Engineering Systems,Melbourne, AUSTRALIA,SEP 14-16, 2005
 
Language English