Bertrand Clarke, Ernest Fokoue, Hao Helen Zhang, Principles and Theory for Data Mining and Machine Learning”"
Springer | 2009 | ISBN: 0387981349 | 798 pages | PDF | 8,1 MB
It’s time for a high math level treatment of the basic techniques that are on the interface of Stats and Compsci, or data mining and machine learning more specifically. People are using these techniques and really have little idea why they work, how they inter-relate with other techniques, and what their general properties are.
This is a more theoretical book on the same subject as the book on statistical learning by Hastie/Tibshirani/Friedman.
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