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Intelligent Data Analysis

An Introduction

Produktform: Buch / Einband - flex.(Paperback)

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 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 chapter on Visualization and a higher-level overview of the IDA processes, which illustrates the breadth of application of the presented ideas.weiterlesen

Sprache(n): Englisch

ISBN: 978-3-642-07707-4 / 978-3642077074 / 9783642077074

Verlag: Springer Berlin

Erscheinungsdatum: 05.12.2010

Seiten: 515

Auflage: 2

Herausgegeben von Michael R. Berthold, David Hand, David J Hand

128,39 € inkl. MwSt.
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lieferbar - Lieferzeit 10-15 Werktage

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