The elements of statistical learning下载

PIPI_333 2018-08-21 09:04:37
The elements of statistical learning v2。一个国外常用的机器学习教材。教材主要将机器学习模型集中于统计学习的框架之下，便于理解。
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The Elements of Statistical Learning
The Elements of Statistical Learning
《The Elements of Statistical Learning》教材答案
《The Elements of Statistical Learning》是一本由Trevor Hastie / Robert Tibshiran著作，Springer出版的Hardcover图书，本书只是提供了机器学习、数据挖掘、模式识别等领域的统计学观点，所以还是建议继续阅读其他的相关书籍，以期达到融会贯通。
The Elements of Statistical Learning data Mining,Inference,and Prediction
统计学习数据挖掘推理和预测的要素 This is page v Printer: Opaque this To our parents: Valerie and Patrick Hastie Vera and Sami Tibshirani Florence and Harry Friedman and to our families: Samantha, Timothy, and Lynda Charlie, Ryan, Julie, and Cheryl Melanie, Dora, Monika, and Ildiko vi This is page vii Printer: Opaque this Preface to the Second Edition In God we trust, all others bring data. –William Edwards Deming (1900-1993)1 We have been gratified by the popularity of the first edition of The Elements of Statistical Learning. This, along with the fast pace of research in the statistical learning field, motivated us to update our book with a second edition. We have added four new chapters and updated some of the existing chapters. Because many readers are familiar with the layout of the first edition, we have tried to change it as little as possible. Here is a summary of the main changes: 1On the Web, this quote has been widely attributed to both Deming and Robert W. Hayden; however Professor Hayden told us that he can claim no credit for this quote, and ironically we could find no “data” confirming that Deming actually said this. viii Preface to the Second Edition Chapter What’s new 1. Introduction 2. Overview of Supervised Learning 3. Linear Methods for Regression LAR algorithm and generalizations of the lasso 4. Linear Methods for Classification Lasso path for logistic regression 5. Basis Expansions and Regulariza- Additional illustrations of RKHS tion 6. Kern
The Elements of Statistical Learning.pdf
The Elements of Statistical Learning.pdf
（ESL高清彩色英文+中文）The Elements of Statistical Learning
来自于斯坦福大学统计学院Hastie教授的经典教材，（ESL高清彩色英文+中文）The Elements of Statistical Learning。内容广泛，包括有监督学习、无监督学习等等，是从事数据挖掘和机器学习研究的经典教材。
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