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Parallel Distributed Processing

Explorations in the Microstructure of Cognition

David E. Rumelhart, James L. McClelland, The PDP Research Group (Autoren)

Buch | Hardcover

567 Seiten

1986
MIT Press (Verlag)
9780262181204 (ISBN)

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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.

David E. Rumelhart is Professor of Psychology at the University of California, San Diego. With James McClelland, he was awarded the 2002 University of Louisville Grawemeyer Award for Psychology for his work in the field of cognitive neuroscience on a cognitive framework called parallel distributed processing and the concept of connectionism. James L. McClelland is Professor of Psychology and Director of the Center for Mind, Brain, and Computation at Stanford University. He is the coauthor of Parallel Distributed Processing (1986) and Semantic Cognition (2004), both published by the MIT Press.

Erscheint lt. Verlag	17.7.1986
Reihe/Serie	Computational Models of Cognition and Perception
Zusatzinfo	illustrations, bibliography, index
Verlagsort	Cambridge, Mass.
Sprache	englisch
Maße	152 x 229 mm
Gewicht	880 g
Themenwelt	Geisteswissenschaften ► Psychologie ► Allgemeine Psychologie
	Geisteswissenschaften ► Psychologie ► Verhaltenstherapie
	Mathematik / Informatik ► Informatik ► Theorie / Studium
ISBN-13	9780262181204 / 9780262181204
Zustand	Neuware