Semantic Cognition by Timothy T Rogers

Semantic Cognition by Timothy T Rogers

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Semantic Cognition by Timothy T Rogers

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.

Rogers, Timothy T.: - Timothy T. Rogers is a research scientist at the Medical Research Council Cognition and Brain Sciences Unit in Cambridge, England.
SKU Unavailable
ISBN 13 9780262681575
ISBN 10 0262681579
Title Semantic Cognition
Author Timothy T Rogers
Series A Bradford Book
Condition Unavailable
Binding Type Paperback
Publisher MIT Press Ltd
Year published 2006-01-20
Number of pages 448
Cover note Book picture is for illustrative purposes only, actual binding, cover or edition may vary.