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The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition by Trevor Hastie, Jerome Friedman, Robert Tibshirani (Hardcover, 2017)

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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.

Product Identifiers

PublisherSpringer-Verlag New York Inc.
ISBN-139780387848570
eBay Product ID (ePID)91520270

Product Key Features

Number of Pages745 Pages
Publication NameThe Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition
LanguageEnglish
SubjectMedicine, Engineering & Technology, Computer Science, Biology, Mathematics
Publication Year2017
TypeTextbook
AuthorTrevor Hastie, Jerome Friedman, Robert Tibshirani
FormatHardcover

Dimensions

Item Height235 mm
Item Weight1451 g
Item Width155 mm

Additional Product Features

Country/Region of ManufactureUnited States
Title_AuthorTrevor Hastie, Robert Tibshirani, Jerome Friedman

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  • by viktor_johanson
    23 Sep, 2020

    Good book

    It's good but difficult. Consider Introduction to SL as well.

    Verified purchase: YesCondition: New

  • by cg4927
    21 Sep, 2018

    Great purchased

    Book sold as advertised

    Verified purchase: YesCondition: New

  • by abderr703
    01 Nov, 2024

    amazing

    amazing

    Verified purchase: YesCondition: Pre-owned

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