Intelligent Data Analysis

Name: Intelligent Data Analysis
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 9783540430605
Price: 933.79 RON
Availability: InStock

An Introduction

Autor: Michael R. Berthold, David J. Hand

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Legare: Copertă tare

Editura: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

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

Informații despre carte

Autor

Michael R. Berthold, David J. Hand

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2002

Pagini

515

EAN

9783540430605

ISBN

3540430601

Enbook ID

01564014

Editura

Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Greutate

1150

Dimensiuni

240 x 163 x 50

Descriere completă

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.

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Intelligent Data Analysis

An Introduction

Informații despre carte

Descriere completă

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