The Elements of Statistical Learning: Data Mining, Inference, and P...
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction
T. Hastie
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction
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Description
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.
Product Information
ISBN13 (SKU)
9780387848570
Title
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
Author
T. Hastie
Edition
2nd
Publisher
Springer UK
Publication Date
2017
Country of Publication
United States
Format Type
Physical
Number of Pages
745
Institutions
Varsity College
Course Codes
SMAA8411
