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Parallel Distributed Processing: Explorations in the Microstructure of Cognition (2 Volume Set) - Hardcover

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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.

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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.

From the Back Cover

What makes people smarter than computers? These volumes by a pioneering neurocomputing group suggest that the answer lies in the massively parallel architecture of the human mind. They describe a new theory of cognition called connectionism that is challenging the idea of symbolic computation that has traditionally been at the center of debate in theoretical discussions about the mind.

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  • PublisherMit Pr
  • Publication date1986
  • ISBN 10 0262181231
  • ISBN 13 9780262181235
  • BindingHardcover
  • LanguageEnglish
  • Edition number1
  • Number of pages1152
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    • 4.11 out of 5 stars
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Rumelhart, David E.; McClelland, James L.
Published by Mit Pr, 1986
ISBN 10: 0262181231 ISBN 13: 9780262181235
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Rumelhart, David E.; McClelland, James L.
Published by Mit Pr, 1986
ISBN 10: 0262181231 ISBN 13: 9780262181235
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McClelland, James L. and David E. Rumelhart:
Published by MIT Press, 1986
ISBN 10: 0262181231 ISBN 13: 9780262181235
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Broschiert. Condition: Gut. 547/ 611 Seiten; Die hier angebotenen Bände stammen aus einer teilaufgelösten wissenschaftlichen Bibliothek und tragen die entsprechenden Kennzeichnungen (Rückenschild, Instituts-Stempel.); Einbandkanten sind leicht bestoßen; Einband berieben; der Buchzustand ist ansonsten ordentlich und dem Alter entsprechend gut. KOMPLETTPREIS für 2 Bände; In ENGLISCHER Sprache. Sprache: Englisch Gewicht in Gramm: 1800. Seller Inventory # 2091965

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Rumelhart, David E
Published by MIT Press, 1988
ISBN 10: 0262181231 ISBN 13: 9780262181235
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Condition: Poor. Volumes 1: Foundations and 2: Psychological and Biological Models. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. In poor condition, suitable as a reading copy. No dust jacket. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,2350grams, ISBN:0262181231. Seller Inventory # 8613423

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Rumelhart, David E., McClelland, James L.
Published by Mit Pr, 1986
ISBN 10: 0262181231 ISBN 13: 9780262181235
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