| 书目名称 | Intelligent Data Analysis | | 副标题 | An Introduction | | 编辑 | Michael Berthold,David J. Hand | | 视频video | | | 概述 | 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 | | 图书封面 |  | | 描述 | 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. | | 出版日期 | Book 2003Latest edition | | 关键词 | Bayesian analysis; Data Mining; Intelligent Data Analysis; Machine Learning; Neuro-Fuzzy Data Analysis; S | | 版次 | 2 | | doi | https://doi.org/10.1007/978-3-540-48625-1 | | isbn_softcover | 978-3-642-07707-4 | | isbn_ebook | 978-3-540-48625-1 | | copyright | Springer-Verlag Berlin Heidelberg 2003 |
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发表于 2025-3-21 18:51:03
