Posted Sunday at 01:20 PM5 days Intelligent Data Analysis Intelligent Data Analysis An Introduction by Michael R. Berthold, David J Hand Publisher Springer Published Date 2007-06-07 Page Count 515 Categories Computers / Artificial Intelligence / Computer Vision & Pattern Recognition, Mathematics / Probability & Statistics / General, Computers / System Administration / Storage & Retrieval, Computers / Artificial Intelligence / General, Computers / Mathematical & Statistical Software, Computers / Data Science / Data Analytics, Computers / Optical Data Processing, Computers / Software Development & Engineering / General, Mathematics / Discrete Mathematics Language EN Average Rating N/A (based on N/A ratings) Maturity Rating No Mature Content Detected ISBN 3540486259 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. More Information
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