Parallel Distributed Processing. Explorations in the Microstructure of Cognition. Vol. 2: Psychological and Biological Models

RUMELHART, David E. / MCCLELLAND, James L. (ed)

ISBN 10: 0262132184 / ISBN 13: 9780262132183

Published by Bradford Book, Cambridge, Mass., 1988

About this Item

8. Printing; 610 p; many Fig. Ex-Library Copy. Seller Inventory # DSY-0384

Bibliographic Details

Title: Parallel Distributed Processing. ...

Publisher: Bradford Book, Cambridge, Mass.

Publication Date: 1988

Binding: Paperback

Condition: Good

About this title

Synopsis:

Volume 2 applies it to a number of specific issues in cognitive science and neuroscience, with chapters describing models of aspects of perception, memory, language, and thought.

Review:

This two-volume work is now considered a classic in the field. It presents the results of the Parallel Distributed Processing (PDP) group's work in the early 1980s and provides a good overview of the earlier neural network research. The PDP approach (also known as connectionism among other things) is based on the conviction that various aspects of cognitive activity are thought of in terms of massively parallel processing. The first volume starts with the general framework and continues with an analysis of learning mechanisms and various mathematical and computational tools important in the analysis of neural networks. The chapter on backpropagation is written by Rumelhart, Hinton, and Williams, who codiscovered the algorithm in 1986. The second volume is written with a psychological and biological emphasis. It explores the relationship of PDP to various aspects of human cognition. The book is a comprehensive research survey of its time and most of the book's results and methods are still at the foundation of the neural network field.