Cover image for The dynamics of concepts : a connectionist model
Title:
The dynamics of concepts : a connectionist model
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Series:
Lecture notes in artificial intelligence ; v766

Lecture notes in computer science
Publication Information:
Berlin : Springer-Verlag, 1994
ISBN:
9783540576471

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30000003077371 Q325.5 L66 1994 Open Access Book Book
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Summary

Summary

This book offers a model for concepts and their dynamics. Abasic assumptionis that concepts are composed of specifiedcomponents, which are representedby large binary patternswhose psychological meaning is governed by the interactionbetween conceptual modules and other functional modules. Arecurrent connectionist model is developed in which someinputs are attracted faster than others by an attractor,where convergence times can beinterpreted as decisionlatencies. The learning rule proposed is extracted frompsychological experiments. The rule has the property thatthat whena context becomes more familiar, the associationsbetween the concepts of the context spontaneously evolvefrom loose associations to a more taxonomicorganization.