Handbook of Neural Computing Applications

Handbook of Neural Computing Applications

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Description

This book draws on the experience of each of the contributors, and covers such topics as neural networks design and development, cognitive science, neurophysiology, pattern recognition, control theory, multiprocessor design, and software and systems development. The applications which they address include robotics, avionics, machine vision, multisource data fusion, adaptive interfaces, and others.
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Product details

  • Hardback | 400 pages
  • 158.75 x 234.95 x 31.75mm | 793.78g
  • Academic Press Inc
  • San Diego, United States
  • English
  • index
  • 0124712606
  • 9780124712607

Table of contents

Part 1 Introduction - structures, dynamics, and learning: introduction, A.J.Maren; history, C.T.Harston; biological basis, C.T.Harston; structures, A.J.Maren; dynamics, A.J.Maren; learning, C.T.Harston. Part 2 Neural network systems: multilayer, feedforward networks - delta learning rule, A.J.Maren; multilayer, feedforward networks - optimizing learning rule, A.J.Maren; single-layer, laterally connected networks, A.J.Maren; single-layer, topologically organised networks, A.J.Maren; bilayer, feedforward/feedback networks, A.J.Maren; multilayer, co-operative/competitive networks, A.J.Maren; systems of interacting networks, A.J.Maren. Part 3 Implementing neural networks: system design, D.Jones and S.Franklin; configuring and optimizing feedforward networks, A.J.Maren et al; hardware implementations, S.Morgan and C.R.Parten. Part 4 Neural network applications - group A - pattern recognition applications: spatio-temporal pattern recognition, A.J.Maren; medical diagnosis, D.Jones; sonar, P.Simpson; radar, R.M.Pap; fault diagnosis, R.B.Gezelter and R.M.Pap; image processing and vision, Group B - control, A.J.Maren; neuro-control, group C - combined pattern recognition and control - other applications, P.J.Werbos; robotics, C.T.Harston; business, C.T.Harston; data compression, A.J.Maren; data communications R.M.Pap; adaptive interfaces, A.J.Maren. Part 5 The future of neurocomputing: neurocomputing in the year 2000 and beyond, A.J.Maren.
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