Pulsed Neural Networks

(Paperback)

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Description

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. 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.

Reviews

"Pulsed Neural Networks is a welcome new breeze in the field of neuronal modeling. At last, the central issue of timing in neuronal network function is treated in its full depth - a must for anyone seriously interested in CNS function." - Rodolfo Llinas, Department of Physiology and Neuroscience, New York University Medical School"

Author Bio

Wolfgang Maass is Professor at the Institute for Theoretical Computer Science, Technische Universitat Graz. Christopher M. Bishop is Assistant Director at Microsoft Research, Cambridge, and Professor of Computer Science at the University of Edinburgh.