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OverviewThis monograph is a detailed introductory presentation of the key classes of intelligent data analysis methods. The 10 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 approach. 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 higher level overview of the IDA process and illustrations of the breadth of application of the ideas. Full Product DetailsAuthor: Michael Berthold , David J. HandPublisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG Imprint: Springer-Verlag Berlin and Heidelberg GmbH & Co. K Edition: illustrated edition Dimensions: Width: 15.90cm , Height: 2.50cm , Length: 23.50cm Weight: 0.680kg ISBN: 9783540658085ISBN 10: 3540658084 Pages: 409 Publication Date: June 1999 Audience: College/higher education , Professional and scholarly , Postgraduate, Research & Scholarly , Professional & Vocational Format: Hardback Publisher's Status: Active Availability: Out of stock ![]() The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available. Table of ContentsIntroduction.- Statistical Concepts.- Statistical Methods.- Bayesian Methods.- Analysis of Time Series.- Rule Induction.- Neural Networks.- Fuzzy Logic.- Stochastic Search Methods.- Systems and Applications.- Appendix A: Tools.- References.- Index.- Author Information.ReviewsAuthor InformationTab Content 6Author Website:Countries AvailableAll regions |