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Localist Connectionist Approaches To Human Cognition

Localist Connectionist Approaches To Human Cognition

Paperback

Series: Scientific Psychology

General Psychology

ISBN10: 1138002755
ISBN13: 9781138002753
Publisher: Psychology Press
Published: Aug 12 2014
Pages: 384
Weight: 1.15
Height: 0.90 Width: 5.90 Depth: 8.90
Language: English

This volume provides an overview of a relatively neglected branch of connectionism known as localist connectionism. The singling out of localist connectionism is motivated by the fact that some critical modeling strategies have been more readily applied in the development and testing of localist as opposed to distributed connectionist models (models using distributed hidden-unit representations and trained with a particular learning algorithm, typically back-propagation). One major theme emerging from this book is that localist connectionism currently provides an interesting means of evolving from verbal-boxological models of human cognition to computer-implemented algorithmic models. The other central messages conveyed are that the highly delicate issue of model testing, evaluation, and selection must be taken seriously, and that model-builders of the localist connectionist family have already shown exemplary steps in this direction.

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General Psychology