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Intelligent Data Analysis

Name: Intelligent Data Analysis
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 01564014
Price: 68589 HUF
Availability: InStock
Author: Michael R. Berthold
ISBN: 9783540430605

An Introduction

Michael R. Berthold

David J. Hand

Language

English

Book Hardback

Libristo code: 01564014

Publishers Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, April 2002

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

Libristo code: 01564014

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68 589 Ft

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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.