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Learning and Soft Computing Support Vector Machines, Neural Networks, and Fuzzy Logic Models

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ISBN-10: 0262112558

ISBN-13: 9780262112550

Edition: 2001

Authors: Vojislav Kecman

List price: $79.00
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Description:

This text provides an introduction to the field of learning from experimental data and soft computing. It assumes that it is useful to treat support vector machines, neural networks and fuzzy logic systems as parts of a connected whole.
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Book details

List price: $79.00
Copyright year: 2001
Publisher: MIT Press
Publication date: 6/8/2001
Binding: Hardcover
Pages: 576
Size: 7.50" wide x 9.50" long x 1.50" tall
Weight: 2.684
Language: English

Vojislav Kecman is Associate Professor in the School of Engineering at Virginia Commonwealth University.

Preface
Introduction
Learning and Soft Computing: Rationale, Motivations, Needs, Basics
Support Vector Machines
Single-Layer Networks
Multilayer Perception
Radial Basis Function Networks
Fuzzy Logic Systems
Case Studies
Basic Nonlinear Optimization Methods
Mathematical Tools of Soft computing
Selected Abbreviations
Notes
References
Index