E-Book, Englisch, 401 Seiten, eBook
Berthold / Hand Intelligent Data Analysis
1999
ISBN: 978-3-662-03969-4
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark
An Introduction
E-Book, Englisch, 401 Seiten, eBook
ISBN: 978-3-662-03969-4
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark
This is a detailed introductory presentation of the key classes of intelligent data analysis (IDA) methods. The first part of the book discusses classical statistical issues. The following chapters concentrate on 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 process and illustrations of its application.
Zielgruppe
Professional/practitioner
Autoren/Hrsg.
Weitere Infos & Material
1 Introduction.- 2 Statistical Concepts.- 3 Statistical Methods.- 4 Bayesian Methods.- 5 Analysis of Time Series.- 6 Rule Induction.- 7 Neural Networks.- 8 Fuzzy Logic.- 9 Stochastic Search Methods.- 10 Systems and Applications.- Appendix A: Tools.- A.1 Tools for Statistical Analysis.- A.2 Tools for Exploration / Modeling.- A.3 Data Analysis Suites.- A.4 Conclusions and Future Perspectives.- References.- Author Information.
