The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)
Hastie, Trevor; Tibshirani, Robert; Friedman, Jerome
ISBN 10: 0387848576 ISBN 13: 9780387848570
Published by Springer (edition Second Edition 2009), 2009
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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 neural networks, support vector machines, classification trees and boosting---the first comprehensive treatment of this topic in any book.
This major new edition features many topics not covered in the original, including graphical models, random forests, ensemble methods, least angle regression & path algorithms for the lasso, non-negative matrix factorisation, and spectral clustering. There is also a chapter on methods for "wide'' data (p bigger than n), including multiple testing and false discovery rates.
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.
"About this title" may belong to another edition of this title.
Bibliographic Details
Title: The Elements of Statistical Learning: Data ...
Publisher: Springer (edition Second Edition 2009)
Publication Date: 2009
Binding: Hardcover
Condition: Very Good
Edition: Second Edition 2009.
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition
Published by
Springer (edition Second Edition 2009), 2009
ISBN 10: 0387848576
ISBN 13: 9780387848570
Used
Hardcover
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)
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