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Cover: 9783642077074 | Intelligent Data Analysis | An Introduction | David J Hand (u. a.)
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Intelligent Data Analysis
An Introduction
Taschenbuch von David J Hand (u. a.)
Sprache: Englisch

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Beschreibung
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.
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.
Zusammenfassung
An introduction to the diverse areas of modern Data Analysis. Extensive Coverage of interdisciplinary field by leading experts in the field. Twelve introductory chapters, edited to build upon each other. Uniform nomenclature.
Inhaltsverzeichnis
Statistical Concepts.- Statistical Methods.- Bayesian Methods.- Support Vector and Kernel Methods.- Analysis of Time Series.- Rule Induction.- Neural Networks.- Fuzzy Logic.- Stochastic Search Methods.- Visualization.- Systems and Applications.
Details
Erscheinungsjahr: 2010
Fachbereich: Anwendungs-Software
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: xi
515 S.
140 farbige Illustr.
ISBN-13: 9783642077074
ISBN-10: 3642077072
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Redaktion: Hand, David J
Berthold, Michael R.
Herausgeber: Michael R Berthold/David J Hand
Auflage: Softcover reprint of hardcover 2nd ed. 2003
Hersteller: Springer-Verlag GmbH
Springer Berlin Heidelberg
Maße: 235 x 155 x 33 mm
Von/Mit: David J Hand (u. a.)
Erscheinungsdatum: 05.12.2010
Gewicht: 0,888 kg
Artikel-ID: 107174811
Zusammenfassung
An introduction to the diverse areas of modern Data Analysis. Extensive Coverage of interdisciplinary field by leading experts in the field. Twelve introductory chapters, edited to build upon each other. Uniform nomenclature.
Inhaltsverzeichnis
Statistical Concepts.- Statistical Methods.- Bayesian Methods.- Support Vector and Kernel Methods.- Analysis of Time Series.- Rule Induction.- Neural Networks.- Fuzzy Logic.- Stochastic Search Methods.- Visualization.- Systems and Applications.
Details
Erscheinungsjahr: 2010
Fachbereich: Anwendungs-Software
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: xi
515 S.
140 farbige Illustr.
ISBN-13: 9783642077074
ISBN-10: 3642077072
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Redaktion: Hand, David J
Berthold, Michael R.
Herausgeber: Michael R Berthold/David J Hand
Auflage: Softcover reprint of hardcover 2nd ed. 2003
Hersteller: Springer-Verlag GmbH
Springer Berlin Heidelberg
Maße: 235 x 155 x 33 mm
Von/Mit: David J Hand (u. a.)
Erscheinungsdatum: 05.12.2010
Gewicht: 0,888 kg
Artikel-ID: 107174811
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