Parallel Distributed Processing: Explorations in the Microstructure of Cognition (Computational Models of Cognition and Perception) (Parallel Distributed Processing) (Bradford Books)

by David E. Rumelhart and James L. McClelland

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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.

The authors' theory assumes the mind is composed of a great number of elementary units connected in a neural network. Mental processes are interactions between these units which excite and inhibit each other in parallel rather than sequential operations. In this context, knowledge can no longer be thought of as stored in localized structures; instead, it consists of the connections between pairs of units that are distributed throughout the network.

Volume 1 lays the foundations of this exciting theory of parallel distributed processing, while 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.
  • ISBN10 0262181231
  • ISBN13 9780262181235
  • Publish Date 1 December 1986 (first published 1 April 1986)
  • Publish Status Unknown
  • Out of Print 28 February 2001
  • Publish Country US
  • Publisher MIT Press Ltd
  • Imprint MIT Press
  • Edition New edition
  • Format Hardcover
  • Pages 567
  • Language English