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
Brand: Bradford Book
SKU: 9780262527903
Price: 6468.0 INR
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by Vojislav Kecman

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ISBN13: 9780262527903
Binding: Paperback
Subject: N/A
Publisher: Bradford Book
Publisher Imprint: Bradford Book
Publication Date: June 8, 2001
Pages: 576
Original Price: USD 60.0
Language: English
Edition: Reprint
Item Weight: 908 grams
BISAC Subject(s): Artificial Intelligence / General

About The Book

This textbook provides a thorough introduction to the field of learning from experimental data and soft computing. Support vector machines (SVM) and neural networks (NN) are the mathematical structures, or models, that underlie learning, while fuzzy logic systems (FLS) enable us to embed structured human knowledge into workable algorithms. The book assumes that it is not only useful, but necessary, to treat SVM, NN, and FLS as parts of a connected whole. Throughout, the theory and algorithms are illustrated by practical examples, as well as by problem sets and simulated experiments. This approach enables the reader to develop SVM, NN, and FLS in addition to understanding them. The book also presents three case studies: on NN-based control, financial time series analysis, and computer graphics. A solutions manual and all of the MATLAB programs needed for the simulated experiments are available.

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