Semantic Cognition | A Parallel Distributed Processing Approach
Language: English
Published by MIT Press, 2006
- Softcover
- New
Condition: New
£ 42.11
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Semantic Cognition | A Parallel Distributed Processing Approach | Timothy T. Rogers (u. a.) | Taschenbuch | Kartoniert / Broschiert | Englisch | 2006 | MIT Press | EAN 9780262681575 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand.
Seller Inventory # 121427189
- Title
- Semantic Cognition | A Parallel Distributed Processing Approach
- Author
- Timothy T. Rogers (u. a.)
- Publisher
- MIT Press
- Publication year
- 2006
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 0262681579
- ISBN 13
- 9780262681575
- Item weight
- 816 grams
- Dimensions
- 235 x 191 x 24 mm
- Seller catalogs
- Bücher
This groundbreaking monograph offers a mechanistic theory of the representation and use of semantic knowledge, integrating the strengths and overcoming many of the weaknesses of hierarchical, categorization-based approaches, similarity-based approaches, and the approach often called "theory theory." Building on earlier models by Geoffrey Hinton in the 1980s and David Rumelhart in the early 1990s, the authors propose that performance in semantic tasks arises through the propagation of graded signals in a system of interconnected processing units. The representations used in performing these tasks are patterns of activation across units, governed by weighted connections among them. Semantic knowledge is acquired through the gradual adjustment of the strengths of these connections in the course of day-to-day experience.
The authors show how a simple computational model proposed by Rumelhart exhibits a progressive differentiation of conceptual knowledge, paralleling aspects of cognitive development seen in the work of Frank Keil and Jean Mandler. The authors extend the model to address aspects of conceptual knowledge acquisition in infancy, disintegration of conceptual knowledge in dementia, "basic-level" effects and their interaction with expertise, and many findings introduced to support the idea that semantic cognition is guided by naive, domain-specific theories.
"Synopsis" may belong to another edition of this title.
About the Author
James L. McClelland is Professor of Psychology and Director of the Center for Mind, Brain, and Computation at Stanford University. He is the coauthor of Parallel Distributed Processing (1986) and Semantic Cognition (2004), both published by the MIT Press. With David E. Rumelhart, he was awarded the 2002 University of Louisville Grawemeyer Award for Psychology for his work in the field of cognitive neuroscience on a cognitive framework called parallel distributed processing and the concept of connectionism.
"About the title" may belong to another edition of this title.
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