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

Name: Learning and Soft Computing Support Vector Machines, Neural Networks, and Fuzzy Logic Models
Price: 19.47 USD
Availability: InStock
ISBN: 9780262112550

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.

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