Parallel Distributed Processing, Volume 2 Explorations in the Microstructure of Cognition: Psychological and Biological Models

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Edition: Reprint
Format: Paperback
Pub. Date: 1987-07-29
Publisher(s): Bradford Books
List Price: $53.33

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Summary

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. James L. McClelland is Professor of Psychology at Carnegie-Mellon University. A Bradford Book.

Author Biography

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. With David E. Rumelhart, 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.

David E. Rumelhart (1942-2011) served as Professor of Psychology at the University of California, San Diego and Stanford University. 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.

Table of Contents

Preface to Volume 2
Addresses of the PDP Research Group
Psychological Processes
Schemata and Sequential Thought Processes in PDP Models
Interactive Processes in Speech Perception: The TRACE Model
The Programmable Blackboard Model of Reading
A Distributed Model of Human Learning and Memory
On Learning the Past Tenses of English Verbs
Mechanisms of Sentence Processing: Assigning Roles to Constituents
Biological Mechanisms
Certain Aspects of the Anatomy and Physiology of the Cerebral Cortex
Open Questions About Computation in Cerebral Cortex
Neural and Conceptual Interpretation of PDP Models
Biologically Plausible Models of Place Recognition and Goal Location
State-Dependent Factors Influencing Neural Plasticity: A Partial Account of the Critical Period
Amnesia and Distributed Memory
Conclusion
Reflections on Cognition and Parallel Distributed Processing
Future Directions
References
Index
Table of Contents provided by Publisher. All Rights Reserved.

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