Intelligent Data Analysis

Name: Intelligent Data Analysis
Brand: Springer, Berlin
SKU: 9783642077074
Price: 119.67 EUR
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An Introduction

Autor: Michael R. Berthold, David J. Hand

Jazyk:

Väzba: Brožovaná

Vydavateľ: Springer, Berlin

Dostupnosť: Skladom u dodávateľa

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119.67 €

§This monograph is a detailed introductory presentation of the key classes of intelligent data analy...

Informácie o knihe

Autor

Michael R. Berthold, David J. Hand

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2010

Stránok

515

EAN

9783642077074

Enbook ID

01652814

Vydavateľ

Springer, Berlin

Hmotnosť

886

Rozmery

155 x 28 x 30

Kompletný popis

§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.

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Intelligent Data Analysis

An Introduction

Informácie o knihe

Kompletný popis

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