The dynamics of concepts : a connectionist model
Author(s)
Bibliographic Information
The dynamics of concepts : a connectionist model
(Lecture notes in computer science, 766 . Lecture notes in artificial intelligence)
Springer-Verlag, c1994
- : gw
- : us
Available at / 55 libraries
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Library, Research Institute for Mathematical Sciences, Kyoto University数研
L/N||LNCS||76693074619
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University of Tsukuba Library, Library on Library and Information Science
: gw007.08:L-49:766931015360
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Hokkaido University, Library, Graduate School of Science, Faculty of Science and School of Science図書
: gwdc20:006.3/l8712070293313
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Note
Bibliography: p. [315]-340
Description and Table of Contents
Description
This book offers a model for concepts and their dynamics. A
basic assumptionis that concepts are composed of specified
components, which are representedby large binary patterns
whose psychological meaning is governed by the interaction
between conceptual modules and other functional modules. A
recurrent connectionist model is developed in which some
inputs are attracted faster than others by an attractor,
where convergence times can beinterpreted as decision
latencies. The learning rule proposed is extracted from
psychological experiments. The rule has the property that
that whena context becomes more familiar, the associations
between the concepts of the context spontaneously evolve
from loose associations to a more taxonomicorganization.
Table of Contents
Semantic and pre-semantic representations.- Demarcation of a module for non-verbal representations.- Feature packages and the representation of function.- The internal structure of categories.- A connectionist model and a proposal for a learning rule.- Prototypes and more general typicality-effects.- The influence of contexts on typicalities.- The basic level of taxonomic organization.- Conceptual Organization and Its Development.- The empirical psychology of concept development.- General discussion.
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