The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)

Hastie, Trevor, Robert Tibshirani und Jerome Friedman:

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ISBN 10: 0387848576 ISBN 13: 9780387848570
Published by Springer, 2009
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767 Seiten; 9780387848570.3 Gewicht in Gramm: 3. Seller Inventory # 839043

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Synopsis:

This book describes the important ideas in a variety of fields such as medicine, biology, finance, and marketing in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of colour graphics. It is a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include...

About the Author:

Trevor Hastie, Robert Tibshirani, and Jerome Friedman are professors of statistics at Stanford University. They are prominent researchers in this area: Hastie and Tibshirani developed generalized additive models and wrote a popular book of that title. Hastie co-developed much of the statistical modeling software and environment in R/S-PLUS and invented principal curves and surfaces. Tibshirani proposed the lasso and is co-author of the very successful An Introduction to the Bootstrap. Friedman is the co-inventor of many data-mining tools including CART, MARS, projection pursuit and gradient boosting.

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Bibliographic Details

Title: The Elements of Statistical Learning: Data ...
Publisher: Springer
Publication Date: 2009
Binding: hardcover
Condition: Gut
Edition: 2nd Edition

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