An introduction to statistical learning : with applications in R

An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. Thi...

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書誌詳細
主要な著者: James, Gareth, 19..-...., professeur en sciences des données, Witten, Daniela, 19..-...., bio-statisticienne (著者), Hastie, Trevor J., 1953-...., mathématicien (著者), Tibshirani, Robert John, 1956-...., biostatisticien (著者)
フォーマット: Livre numérique
言語:Anglais
出版事項: New York, NY : Springer New York [20..].
Cham : Springer Nature
版:1st ed. 2013.
シリーズ:Springer Texts in Statistics 103
主題:
オンライン・アクセス:Accès sur la plateforme de l'éditeur
Accès sur la plateforme Istex
Accès Université d'Orléans
Accès INSA CVL
注記: Autre auteur : Robert Tibshirani
Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
Autres localisations: Voir dans le Sudoc
Edition sous un autre format:• An introduction to statistical learning, with applications in R, Gareth James, Daniela Witten, Trevor Hastie... [et autre], 2013, New York, Springer, 1 volume (XIV-426 pages), Springer texts in statistics, 978-1-4614-7137-0, Texte imprimé
• An Introduction to Statistical Learning, Texte imprimé, 9781461471370
• An Introduction to Statistical Learning, Texte imprimé, 9781461471394
• An Introduction to Statistical Learning, Texte imprimé, 9781071613054
目次:
  • Introduction Statistical Learning Linear Regression Classification Resampling Methods Linear Model Selection and Regularization Moving Beyond Linearity Tree-Based Methods Support Vector Machines Unsupervised Learning Index.
  • Introduction
  • Statistical Learning
  • Linear Regression
  • Classification
  • Resampling Methods
  • Linear Model Selection and Regularization
  • Moving Beyond Linearity
  • Tree-Based Methods
  • Support Vector Machines
  • Unsupervised Learning
  • Index