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Synopsis
Most practical applications of artificial neural networks are based on a computational model involving the propagation of continuous variables from one processing unit to the next. In recent years, data from neurobiological experiments have made it increasingly clear that biological neural networks, which communicate through pulses, use the timing of the pulses to transmit information and perform computation. This realization has stimulated significant research on pulsed neural networks, including theoretical analyses and model development, neurobiological modeling, and hardware implementation.
This book presents the complete spectrum of current research in pulsed neural networks and includes the most important work from many of the key scientists in the field. Terrence J. Sejnowski's foreword, "Neural Pulse Coding," presents an overview of the topic. The first half of the book consists of longer tutorial articles spanning neurobiology, theory, algorithms, and hardware. The second half contains a larger number of shorter research chapters that present more advanced concepts. The contributors use consistent notation and terminology throughout the book.
Contributors
Peter S. Burge, Stephen R. Deiss, Rodney J. Douglas, John G. Elias, Wulfram Gerstner, Alister Hamilton, David Horn, Axel Jahnke, Richard Kempter, Wolfgang Maass, Alessandro Mortara, Alan F. Murray, David P. M. Northmore, Irit Opher, Kostas A. Papathanasiou, Michael Recce, Barry J. P. Rising, Ulrich Roth, Tim Schönauer, Terrence J. Sejnowski, John Shawe-Taylor, Max R. van Daalen, J. Leo van Hemmen, Philippe Venier, Hermann Wagner, Adrian M. Whatley, Anthony M. Zador
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About the Authors
Wolfgang Maass is Professor at the Institute for Theoretical ComputerScience, Technische Universität Graz.
Christopher M. Bishop isAssistant Director at Microsoft Research, Cambridge, and Professor ofComputer Science at the University of Edinburgh.
"About this title" may belong to another edition of this title.
- PublisherMIT Press
- Publication date1999
- ISBN 10 0262133504
- ISBN 13 9780262133500
- BindingHardcover
- LanguageEnglish
- Number of pages404
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Pulsed Neural Networks
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ISBN 10: 0262133504
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Pulsed Neural Networks (A Bradford Book)
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Pulsed Neural Networks
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ISBN 10: 0262133504
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Pulsed Neural Networks (A Bradford Book)
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