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The Elements of Statistical Learning

The Elements of Statistical Learning
Author: T. Hastie, R. Tibshirani, J. Friedman
Url: https://web.stanford.edu/~hastie/local.ftp/Springer/OLD/ESLII_print4.pdf
Format: Pdf
Year: 2001
Category: Statistical Learning Theory
Pages: 758
Clicks: 943

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 methods and their con- ceptual underpinnings rather than their theoretical properties. As a result, we hope that this book will appeal not just to statisticians but also to researchers and practitioners in a wide variety of fields.

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