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Can I read The Elements of Statistical Learning : Data Mining, Inference, and Prediction : with 200 Full-color Illustrations on EtoBox?
The Elements of Statistical Learning : Data Mining, Inference, and Prediction : with 200 Full-color Illustrations by T. Hastie, R. Tibshirani, J. H. Friedman, Trevor Hastie, Robert Tibshirani, Jerome Friedman is a reference work available to read on EtoBox.
What is The Elements of Statistical Learning : Data Mining, Inference, and Prediction : with 200 Full-color Illustrations about?
During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas 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 color graphics. It should be 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 mo
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Common subject areas: reference, language, dictionaries and manuals.
- Author
- T. Hastie, R. Tibshirani, J. H. Friedman, Trevor Hastie, Robert Tibshirani, Jerome Friedman
- Publisher
- Springer
- Published
- 2003
- Language
- EN
- ISBN
- 9780387952840
- Category
- reference
- Subjects
- Management, Biology, Mathematics
- Rating
- 4.36 / 5 (752 ratings)
- Updated
- 2026-03-14
Other editions & translations
- The Elements of Statistical Learning : Data Mining, Inference, and Prediction : with 200 Full-color Illustrations (2001)
- The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) (2009)
- Renault 19.Руководство по техническому обслуживанию (2003)
- mlr3 Book (2021)
- The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (2017)
- The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) (2016)
- The Elements of Statistical Learning, 2nd Ed. (2017)