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Intelligent data analysis : an introduction

Author: M Berthold; D J Hand
Publisher: Berlin : Springer, 2007.
Edition/Format:   eBook : Document : English : 2nd rev. and extended edition, corrected second printView all editions and formats
Summary:
This monograph is a detailed introductory presentation of 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, ranging from the basic concepts of probability, through general notions of inference, to advanced multivariate and  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Berthold, Michael R.
Intelligent Data Analysis : An Introduction.
Dordrecht : Springer, ©2007
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: M Berthold; D J Hand
ISBN: 9783540486251 3540486259
OCLC Number: 851971880
Description: 1 online resource (xi, 514 pages) : illustrations (some color)
Responsibility: Michael Berthold, David J. Hand (eds.).

Abstract:

This monograph is a detailed introductory presentation of 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, 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 approaches and Support Vector Machines. The following chapters then concentrate on the of customer retention, employee commitment and internal service quality. These business cases are complemented by articles on the Balanced Scorecard as well as the link between customer satisfaction and business success.

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