Neural Networks in a Softcomputing Framework

By: Ke-Lin Du, M.N.S. Swamy

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Hardcover | 18 April 2006

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Hardcover
620 Pages

Dimensions(cm)
23.5 x 16.51 x 3.81

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Neural Networks in a Softcomputing Framework presents a thorough review of the most popular neural-network methods and their associated techniques. This concise but comprehensive textbook provides a powerful and universal paradigm for information processing. Each chapter provides state-of-the-art descriptions of the important major research results of the respective neural-network methods. A range of relevant computational intelligence topics, such as fuzzy logic and evolutionary algorithms - powerful tools for neural-network learning - are introduced. Array signal processing problems are discussed in order to illustrate the applications of each neural-network model. The systematic survey of each neural-network model and the exhaustive list of references will enable researchers and students to find suitable topics for future research. The important algorithms outlined also make this textbook a valuable reference for scientists and practitioners working in pattern recognition, signal processing, speech and image processing, data analysis and artificial intelligence.

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You Can Find This Book In

Non-Fiction Computing & I.T.Computer Science Artificial Intelligence Neural Networks & Fuzzy Systems Engineering & Technology Electronics & Communications Engineering Electronics Engineering Computer Vision Energy Technology & Engineering Electrical Engineering Technology in General

Engineering in General Science Physics

Introduction
Fundamentals of Machine Learning and Softcomputing
Multilayer Perceptrons
Hopfield Networks and Boltzmann Machines
Competitive Learning and Clustering
Radial Basis Function Networks
Principal Component Analysis Networks
Fuzzy Logic and Neuro-fuzzy Systems
Evolutionary Algorithms and Evolving Neural Networks
Discussion and Outlook
Appendix: Mathematical Preliminaries
Table of Contents provided by Publisher. All Rights Reserved.

Neural Networks in a Softcomputing Framework

At a Glance

Hardcover

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