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Data Intelligence, Business Analytics
[New Book] Data Mining (Wiley / IEEE, 2011)
I really like the section on causality vs. correlation, and the list of hundreds of data mining blogs, websites and vendors, though some of the most well known websites are missing. This is actually the 2-nd edition.
Preface.
1. Data Mining Concepts.
2. Preparing the Data.
3. Data Reduction.
4. Learning from Data.
5. Statistical Methods.
6. Decision Trees & Decision Rules.
7. Neural Networks.
8. Ensemble Learning.
9. Cluster Analysis.
10. Association Rules.
11. Web Mining & Text Mining.
12. Advances in Data Mining.
13. Genetic Algorithms.
14. Fuzzy Systems.
15. Visualization Methods.
16. References.
Appendix A: Data mining tools.
Appendix B: Data mining applications.
Data Mining: Concepts, Models, Methods, and Algorithms, 2nd Edition
ISBN: 978-0-470-89045-5
Hardcover
552 pages
August 2011, Wiley-IEEE Press
US $110.00
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