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The Elements Of Statistical Learning


Author by : Trevor Hastie
Languange Used : en
Release Date : 2001-01-01
Publisher by : Springer Science & Business Media



Description : This book describes the important ideas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a libera...



An Introduction To Statistical Learning


Author by : Gareth James
Languange Used : en
Release Date : 2013-06-24
Publisher by : Springer Science & Business Media



Description : An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged ...



Statistical Learning With Sparsity


Author by : Trevor Hastie
Languange Used : en
Release Date : 2015-05-07
Publisher by : Chapman and Hall/CRC



Description : Discover New Methods for Dealing with High-Dimensional Data A sparse statistical model has only a small number of nonzero parameters or weights; therefore, it is much easier to estimate and interpret ...



The Nature Of Statistical Learning Theory


Author by : Vladimir N. Vapnik
Languange Used : en
Release Date : 2013-04-17
Publisher by : Springer Science & Business Media



Description : The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning from the general point of view of function estima...