Intelligent Data Analysis: An Introduction

Author:   Michael Berthold ,  David J. Hand
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Edition:   illustrated edition
ISBN:  

9783540658085


Pages:   409
Publication Date:   June 1999
Format:   Hardback
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

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Intelligent Data Analysis: An Introduction


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Overview

This monograph is a detailed introductory presentation of the key classes of intelligent data analysis methods. The 10 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, ranging from the basic concepts of probability, through general notions of inference, to advanced multivariate and time series methods, as well as a detailed discussion of the increasingly important Bayesian approach. The following chapters then concentrate on the area of machine learning and artificial intelligence and provide introductions into the topics of rule induction methods, neural networks, fuzzy logic, and stochastic search methods. The book concludes with a higher level overview of the IDA process and illustrations of the breadth of application of the ideas.

Full Product Details

Author:   Michael Berthold ,  David J. Hand
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint:   Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Edition:   illustrated edition
Dimensions:   Width: 15.90cm , Height: 2.50cm , Length: 23.50cm
Weight:   0.680kg
ISBN:  

9783540658085


ISBN 10:   3540658084
Pages:   409
Publication Date:   June 1999
Audience:   College/higher education ,  Professional and scholarly ,  Postgraduate, Research & Scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

Table of Contents

Introduction.- Statistical Concepts.- Statistical Methods.- Bayesian Methods.- Analysis of Time Series.- Rule Induction.- Neural Networks.- Fuzzy Logic.- Stochastic Search Methods.- Systems and Applications.- Appendix A: Tools.- References.- Index.- Author Information.

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