Intelligent Data Analysis

An Introduction

Editors: Berthold, Michael R., Hand, David (Eds.)

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eBook 79,72 €
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  • ISBN 978-3-540-48625-1
  • Digitally watermarked, DRM-free
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Hardcover 98,79 €
price for Spain (gross)
  • ISBN 978-3-540-43060-5
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Softcover 98,79 €
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  • ISBN 978-3-642-07707-4
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  • The final prices may differ from the prices shown due to specifics of VAT rules
About this book

 

This monograph is a detailed introductory presentation of the key classes of intelligent data analysis (IDA) methods. The 12 coherently written chapters by leading experts provide complete coverage of the core issues.

The previous edition was completely revised and a new chapter on kernel methods and support vector machines and a chapter on visualization techniques were added. The revised chapters from the original edition cover classical statistics issues, ranging from the basic concepts of probability through general notions of inference to advanced multivariate and time-series methods, and provide a detailed discussion of the increasingly important Bayesian approaches. The remaining chapters then concentrate on the area of machine learning and artificial intelligence and provide introductions to 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 processes, illustrating the breadth of application of the presented ideas.

The second edition features an extensive index, which makes this volume also useful as a quick reference on the key techniques in 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 (12 chapters)

Buy this book

eBook 79,72 €
price for Spain (gross)
  • ISBN 978-3-540-48625-1
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 98,79 €
price for Spain (gross)
  • ISBN 978-3-540-43060-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
Softcover 98,79 €
price for Spain (gross)
  • ISBN 978-3-642-07707-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Intelligent Data Analysis
Book Subtitle
An Introduction
Editors
  • Michael R. Berthold
  • David Hand
Copyright
2003
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-48625-1
DOI
10.1007/978-3-540-48625-1
Hardcover ISBN
978-3-540-43060-5
Softcover ISBN
978-3-642-07707-4
Edition Number
2
Number of Pages
XI, 515
Topics