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

  • Springer
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  • Amazon.co.jp ・洋書 (745ページ)
  • / ISBN・EAN: 9780387848570

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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 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 factorization, and spectral clustering. There is also a chapter on methods for "wide" data (p bigger than n), including multiple testing and false discovery rates.

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  • *図書館の所蔵状況はこちらをコピペしてね
    http://opac2017.lib.kitami-it.ac.jp/webopac/BB50109565

  • 大学院時代に読んだ本。ビショップの「パターン認識と機械学習」より難易度は高い。
    機会学習の分野を幅広くカバーしているが、各セクションの内容は深い。まあ、このレベルまで読める力があれば、研究論文は読めるかと。

  • 系推薦図書 3系(情報・知能工学系)
    【配架場所】図・3F開架 【請求記号】007.1||HA

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