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Hardcover - 9783540430605
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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.
An Introduction
An Introduction
Details
| Verlag | Springer Berlin |
| Ersterscheinung | 05. Dezember 2010 |
| Maße | 23.5 cm x 15.5 cm |
| Gewicht | 888 Gramm |
| Format | Softcover |
| ISBN-13 | 9783642077074 |
| Auflage | Second Edition 2003 |
| Seiten | 515 |
Schlagwörter
Artificial Intelligence, Automated Pattern Recognition, Data Mining, Data Mining and Knowledge Discovery, Data Warehousing, Information Storage and Retrieval, Informationsrückgewinnung - Information Retrieval, Künstliche Intelligenz, Mathematik für Informatiker, Mustererkennung, Probability and Statistics in Computer Science, Statistical Theory and Methods, Wahrscheinlichkeitsrechnung und Statistik, Wissensbasierte Systeme - Expertensysteme
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