Pulsed neural networks / edited by Wolfgang Maass, Christopher M. Bishop.

Format:

Book

Contributor:

Maass, Wolfgang, 1949 August 21- editor.

Bishop, Christopher M., editor.

Language:

English

Subjects (All):

Neural networks (Computer science).

Physical Description:

1 online resource (xxix, 377 p. ) ill. ;

Place of Publication:

Cambridge, Mass. : MIT Press, ©1999.

Language Note:

English

Summary:

Presents a spectrum of current research in pulsed neural networks and includes work from some of the key scientists in the field.

Contents:

Foreword / Terrence J. Sejnowski

Preface

Contributors

I. Basic Concepts and Models

1. Spiking Neurons / Wulfram Gerstner

2. Computing with Spiking Neurons / Wolfgang Maass

3. Pulse-Based Computation in VLSI Neural Networks / Alan F. Murray

4. Encoding Information in Neuronal Activity / Michael Recce

II. Implementations

5. Building Silicon Nervous Systems with Dendritic Tree Neuromorphs / John G. Elias and David P.M. Northmore

6. A Pulse-Coded Communications Infrastructure for Neuromorphic Systems / Stephen R. Deiss, Rodney J. Douglas and Adrian M. Whatley

7. Analog VLSI Pulsed Networks for Perceptive Processing / Alessandro Mortara and Philippe Venier

8. Preprocessing for Pulsed Neural VLSI Syste / Alister Hamilton and Kostas A. Papathanasiou

9. Digital Simulation of Spiking Neural Networks / Axel Jahnke, Ulrich Roth and Tim Schonauer

III. Design and Analysis of Pulsed Neural Systems

10. Populations of Spiking Neurons / Wulfram Gerstner

11. Collective Excitation Phenomena and Their Applications / David Horn and Irit Opher

12. Computing and Learning with Dynamic Synapses / Wolfgang Maass and Anthony M. Zador

13. Stochastic Bit-Stream Neural Networks / Peter S. Burge, Max R. van Daalen, Barry J.P. Rising and John S. Shawe-Taylor

14. Hebbian Learning of Pulse Timing in the Barn Owl Auditory System / Wulfram Gerstner, Richard Kempter, J. Leo van Hemmen and Hermann Wagner.

Notes:

Includes bibliographical references.

"A Bradford book."

OCLC-licensed vendor bibliographic record.

ISBN:

0-262-27876-6

0-585-08737-7

OCLC:

42856203