Intelligent Data Analysis By Michael R. Berthold (Editor), David J. Hand (Editor) ISBN: 9783540430605 Published: 2007 Number of Pages: 525 Edition: 2nd Binding: Hardcover

Pricing & Availability: Additional Details: Product Type: Book Publisher: Springer Description: 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.

Library of Congress Control Number
   - LC control Number:  2003041211
   - LC control Number: 2003041211

International Standard Book Number: 3540430601: 3540430601 (acid-free paper)

Level of Bibliographic Control and Coding Detail: COUTTS

Library of Congress Call Number
   - Classification number: QA276
   - Classification number: QA76
   - Item number: .I565 2003

Subject Category Code
   - Source: lcco: QA

Dewey Decimal Classification Number
   - Edition number: 21
   - Classification number: 519.5

Main Entry - Personal Name
   - Personal name: 

Title Statement
   - Title: Intelligent data analysis :
   - Remainder of title: an introduction /
   - Statement of responsibility, etc.: editors, Michael Berthold, David Hand.
   - Statement of responsibility, etc.: editors, Michael Berthold, David J. Hand.

Edition Statement: 2nd rev. and extended ed.

Publication, Distribution, etc. (Imprint)
   - Place of publication, distribution, etc.: Berlin :
   - Place of publication, distribution, etc.: Berlin ;
   - Place of publication, distribution, etc.: New York :
   - Name of publisher, distribution, etc.: Springer Verlag
   - Name of publisher, distribution, etc.: Springer,
   - Date of publication, distribution, etc.: c2003.

Physical Description
   - Extent: xi, 514 p.
   - Extent: xi, 514 p. :
   - Other physical details: ill. (some col.) ;
   - Dimensions: 24 cm.

Bibliography, etc. Note
   - Bibliography: Includes bibliographical references (p. [474]-514) and index.
   - Bibliography: Includes bibliographical references (p. [475]-500) and index.
   - Bibliography: Includes bibliographical references and index.

Subject Added Entry - Topical Term
   - Topical term or geographic name entry element: Artificial intelligence.
   - Topical term or geographic name entry element: Mathematical statistics
   - Topical term or geographic name entry element: Mathematical statistics.
   - General subdivision: Data processing.

Added Entry - Personal Name
   - Personal name: Berthold, M.
   - Personal name: Hand, D. J.
   - Fuller form of name: (Michael)