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Statistical Learning Theory

Machine Learning -> Statistical Learning TheorySearch on Amazon


The Elements of Statistical Learning
Author: T. Hastie, R. Tibshirani, J. Friedman  Language:
The Elements of Statistical Learning This book is our attempt to bring together many of the important new ideas in learning, and explain them in a statistical framework. While some mathematical details are needed, we emphasize the meth . . . . .
An Introduction to Statistical Learning: with Applications in R
Author: James, D. Witten, T. Hastie, R. Tibshirani  Language:
An Introduction  to Statistical  Learning: with Applications in R One of the first books in this areaŚ The Elements of Statistical Learning (ESL) (Hastie, Tibshirani, and Friedman)Śwas published in 2001, with a second edition in 2009. ESL has become a popular tex . . . . .
Statistical Learning and Sequential Prediction
Author: Alexander Rakhlin and Karthik Sridharan  Language:
1 About This course will focus on theoretical aspects of Statistical Learning and Sequential Prediction . Until recently, these two subjects have been treated separately within the learning c . . . . .

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