Connectionism : theory and practice
著者
書誌事項
Connectionism : theory and practice
(Vancouver studies in cognitive science, v. 3)
Oxford University Press, 1992
- : pbk
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注記
Includes bibliographical references
内容説明・目次
- 巻冊次
-
ISBN 9780195076653
内容説明
This is the third volume in the Vancouver Studies in Cognitive Science Series. It is based on a conference that was held in 1990, which was sponsored by the Cognitive Science Program and Linguistics Department of Simon Fraser University.
Over the last decade, there has emerged a paradigm of cognitive modeling that has been hailed by many researchers as a radically new and promising approach to cognitive science. This new paradigm has come to be known by a number of names, including "connectionism", "neural networks", and "parallel distributed processing", (or PDP). This method of computation attempts to model the neural processes that are thought to underlie cognitive functions in human beings. Unlike the digital computation
methods used by AI researchers, connectionist models claim to approximate the kind of spontaneous, creative and somewhat unpredicatable behavior of human agents. However, over the last few years, a heated controversy has arisen over the extent to which connectionist models are able to provide
successful explanations for higher cognitive processes. A central theme of this book reviews the adequacy of recent attempts to implement higher cognitive processes in connectionist networks.
目次
1: G.E. Hinton and S. Becker: Using Coherence Assumptions to Discover the Underlying Causes of the Sensory Input
Michael I. Jordan and Robert A. Jacobs: Comment
2: Paul M. Churchland: A Deeper Unity: Some Feyerabendian Themes in Neurocomputational Form
Charles Travis: Comment
3: David E. Rumelhart: Towards a Microstructural Account of Human Reasoning
4: Mark S. Seidenberg: Connectionism without Tears
Comment: Michael E.J. Masson
5: Jeffrey L. Elman: Grammatical Structure and Distributed Representations
6: Terence Horgan and John Tienson: Structured Representations in Connectionist Systems
7: John Goldsmith: Local Modelling in Phonology
8: William Ramsey: Connectionism and the Philosophy of Mental Representation
9: Steven W. Zucker, Allan Dobbins, and Lee Iverson: Connectionism and the Computational Neurobiology of Curve Detection
10: David Kirsch: PDP Learnability and Innate Knowledge of Language
- 巻冊次
-
: pbk ISBN 9780195076660
内容説明
This is the third volume in the Vancouver Studies in Cognitive Science Series. It is based on a conference that was held in 1990, which was sponsored by the Cognitive Science Program and Linguistics Department of Simon Fraser University.
Over the last decade, there has emerged a paradigm of cognitive modeling that has been hailed by many researchers as a radically new and promising approach to cognitive science. This new paradigm has come to be known by a number of names, including "connectionism", "neural networks", and "parallel distributed processing", (or PDP). This method of computation attempts to model the neural processes that are thought to underlie cognitive functions in human beings. Unlike the digital computation
methods used by AI researchers, connectionist models claim to approximate the kind of spontaneous, creative and somewhat unpredicatable behavior of human agents. However, over the last few years, a heated controversy has arisen over the extent to which connectionist models are able to provide
successful explanations for higher cognitive processes. A central theme of this book reviews the adequacy of recent attempts to implement higher cognitive processes in connectionist networks.
目次
1: G.E. Hinton and S. Becker: Using Coherence Assumptions to Discover the Underlying Causes of the Sensory Input
2: Paul M. Churchland: A Deeper Unity: Some Feerabendian Themes in Neurocomputational Form
3: David E. Rumelhart: Towards a Microstructural Account of Human Reasoning
4: Mark S. Seidenberg: Connectionism without Tears
5: Jeffrey L. Elman: Grammatical Structure and Distributed Representations
6: Structured Representations in Connectionist Systems? Terence Horgan and John Tienson
7: John Goldsmith: Local Modelling in Phonology
8: William Ramsey: Connectionism and the Philosophy of Mental Representation
9: Steven W. Zucker, Allan Dobbins, and Lee Iverson: Connectionism and the Computational Neurobiology of Curve Detection
10: David Kirsh: PDP Learnability and Innate Knowledge of Language
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