Statistical Learning from a Regression Perspective

Statistical Learning from a Regression Perspective considers statistical learning applications when interest centers on the conditional distribution of the response variable, given a set of predictors, and when it is important to characterize how the predictors are related to the response. As a firs...

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Autore principale: Berk, Richard A.
Natura: Livre numérique
Lingua:Anglais
Pubblicazione: New York, NY : Springer New York [20..].
Cham : Springer Nature
Edizione:1st ed. 2008.
Serie:Springer Series in Statistics
Soggetti:
Accesso online:Accès sur la plateforme de l'éditeur
Accès sur la plateforme Istex
Accès Université d'Orléans
Accès INSA CVL
Nota: L'impression du document génère 372 p.
Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
Autres localisations: Voir dans le Sudoc
Edition sous un autre format:• Statistical learning from a regression perspective, Richard A. Berk, New York, Springer, 2008, Springer series in statistics, 978-0-387-77500-5
Sommario:
  • Statistical Learning as a Regression Problem Regression Splines and Regression Smoothers Classification and Regression Trees (CART) Bagging Random Forests Boosting Support Vector Machines Broader Implications and a Bit of Craft Lore