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Intelligent Data Analysis: An Introduction / Edition 2
     

Intelligent Data Analysis: An Introduction / Edition 2

by Michael R. Berthold
 

ISBN-10: 3540430601

ISBN-13: 9783540430605

Pub. Date: 11/07/2006

Publisher: Springer Berlin Heidelberg

This second and revised edition contains a detailed introduction to the key classes of intelligent data analysis methods. The twelve coherently written chapters by leading experts provide complete coverage of the core issues. The first half of the book is devoted to the discussion of classical statistical issues. The following chapters concentrate on machine learning

Overview

This second and revised edition contains a detailed introduction to the key classes of intelligent data analysis methods. The twelve coherently written chapters by leading experts provide complete coverage of the core issues. The first half of the book is devoted to the discussion of classical statistical issues. The following chapters concentrate on machine learning and artificial intelligence, rule induction methods, neural networks, fuzzy logic, and stochastic search methods. The book concludes with a chapter on visualization and an advanced overview of IDA processes.

Product Details

ISBN-13:
9783540430605
Publisher:
Springer Berlin Heidelberg
Publication date:
11/07/2006
Edition description:
2nd rev. and ext. ed. 2003. Corr. 2nd printing 2006
Pages:
515
Product dimensions:
6.00(w) x 9.40(h) x 1.00(d)

Table of Contents

Statistical Concepts.- Statistical Methods.- Bayesian Methods.- Support Vector and Kernel Methods.- Analysis of Time Series.- Rule Induction.- Neural Networks.- Fuzzy Logic.- Stochastic Search Methods.- Visualization.- Systems and Applications.

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