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Intelligent Data Analysis Michael R. Berthold

Intelligent Data Analysis By Michael R. Berthold

Intelligent Data Analysis by Michael R. Berthold


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Condition - Very Good
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Summary

This second and revised edition contains a detailed introduction to the key classes of intelligent data analysis methods. The following chapters concentrate on machine learning and artificial intelligence, rule induction methods, neural networks, fuzzy logic, and stochastic search methods.

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Intelligent Data Analysis Summary

Intelligent Data Analysis: An Introduction by Michael R. Berthold

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.

Intelligent Data Analysis Reviews

From the reviews of the second edition:

One excellent feature of the second addition ... . This is a particularly nice overview with excellent descriptions and numerous illustrations, most in color, for a wide variety of types of visualizations. (E. Ziegel, Technometrics, 2005)

In this second edition ... have expanded the coverage of topics and ensured that this remains the key text for surveying the field. The twelve chapters which make up the book provide an academically rigorous and concise to the key methodologies which make up the discipline. ... In all this is a comprehensive survey of the field, and will appeal to graduate and post-graduate students, researchers and academics seeking an overview of the theoretical tools available for intelligently analyzing large, complex data sets. (TechBookReport, November, 2003)

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.

Additional information

CIN3540430601VG
9783540430605
3540430601
Intelligent Data Analysis: An Introduction by Michael R. Berthold
Used - Very Good
Hardback
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
20061107
515
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a used book - there is no escaping the fact it has been read by someone else and it will show signs of wear and previous use. Overall we expect it to be in very good condition, but if you are not entirely satisfied please get in touch with us

Customer Reviews - Intelligent Data Analysis