Intelligent Data Analysis
An Introduction
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Beschreibung
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.
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.
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 Includes supplementary material: sn.pub/extras
Autor*in
Michael R. Berthold
Themen in »Intelligent Data Analysis«
Bayesian analysis Data Mining Intelligent Data Analysis Machine Learning Neuro-Fuzzy Data Analysis Statistical Data Analysis data visualization fuzzy logic inductive logic programming multi-variate Analysis statistical inference statistical learning time series analysis artificial intelligence data analysis
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From the reviews of the second edition:
"One excellent feature of the second addition … . This is a particularly nice overview with excellent descriptions and numerous illustrations, most in color, for a wide variety of types of visualizations. " (E. Ziegel, Technometrics, 2005)
"In this second edition … have expanded the coverage of topics and ensured that this remains the key text for surveying the field. The twelve chapters which make up the book provide an academically rigorous and concise to the key methodologies which make up the discipline. … In all this is a comprehensive survey of the field, and will appeal to graduate and post-graduate students, researchers and academics seeking an overview of the theoretical tools available for intelligently analyzing large, complex data sets." (TechBookReport, November, 2003)
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