WorldCat Identities

Hastie, Trevor

Overview
Works: 59 works in 208 publications in 2 languages and 2,734 library holdings
Roles: Thesis advisor, Editor
Classifications: Q325.75, 006.31
Publication Timeline
Key
Publications about  Trevor Hastie Publications about Trevor Hastie
Publications by  Trevor Hastie Publications by Trevor Hastie
Most widely held works by Trevor Hastie
The elements of statistical learning data mining, inference, and prediction by Trevor Hastie ( Book )
51 editions published between 2001 and 2013 in English and held by 1,142 WorldCat member libraries worldwide
"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."--Jacket
The elements of statistical learning : data mining, inference, and prediction : with 200 full-color illustrations by Trevor Hastie ( Book )
9 editions published between 2001 and 2004 in English and held by 595 WorldCat member libraries worldwide
Describes important statistical ideas in machine learning, data mining, and bioinformatics. Covers a broad range, from supervised learning (prediction), to unsupervised learning, including classification trees, neural networks, and support vector machines
Generalized additive models by Trevor Hastie ( Book )
40 editions published between 1984 and 1999 in English and Undetermined and held by 547 WorldCat member libraries worldwide
Likelihood based regression models, such as the normal linear regression model and the linear logistic model, assume a linear (or some other parametric) form for the covariate effects. The authors introduce the Local Scoring procedure which is applicable to any likelihood-based regression model: the class of Generalized Linear Models contains many of these. In this class the Local Scoring procedure replaces a linear predictor by a additive predictor; hence the name Generalized Additive Models. Local Scoring can also be applied to non-standard models like Cox's proportional hazards model for survival data
Statistical models in S ( Book )
25 editions published between 1991 and 1999 in English and held by 238 WorldCat member libraries worldwide
An introduction to statistical learning with applications in R by Gareth James ( Book )
4 editions published in 2013 in English and held by 126 WorldCat member libraries worldwide
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. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, and more. Color graphics and real-worl
Estimation of additive principal components using penalized least squares : implementation in S by Andreas Buja ( Book )
1 edition published in 1992 in English and held by 6 WorldCat member libraries worldwide
The Elements of Statistical Learning by Trevor Hastie ( )
3 editions published in 2009 in English and held by 4 WorldCat member libraries worldwide
Covers supervised learning (prediction) to unsupervised learning. This book contains topics including neural networks, support vector machines, classification trees and boosting
Discriminant adaptive nearest neighbor classification by Trevor Hastie ( )
4 editions published in 1994 in English and held by 4 WorldCat member libraries worldwide
Classification by pairwise coupling by Trevor Hastie ( Book )
3 editions published between 1996 and 1997 in English and held by 3 WorldCat member libraries worldwide
Additive logistic regression : a statistical view of boosting by J. H Friedman ( Book )
2 editions published in 1998 in English and held by 3 WorldCat member libraries worldwide
Degrees-of-freedom tests for smoothing splines by Eva Cantoni ( )
3 editions published between 2000 and 2002 in English and held by 3 WorldCat member libraries worldwide
Bayesian backfitting by Trevor Hastie ( Book )
3 editions published in 1998 in English and held by 3 WorldCat member libraries worldwide
Tōkeiteki gakushū no kiso : dēta mainingu suiron yosoku ( Book )
2 editions published in 2014 in Japanese and held by 3 WorldCat member libraries worldwide
Flexible discriminant and mixture models by Trevor Hastie ( )
3 editions published between 1997 and 1999 in English and held by 3 WorldCat member libraries worldwide
Statistical models for image sequences by Neil Crellin ( )
3 editions published between 1997 and 1999 in English and held by 3 WorldCat member libraries worldwide
Principal component models for sparse functional data by Gareth James ( )
2 editions published in 1999 in English and held by 2 WorldCat member libraries worldwide
Conditional random sampling : a sketch-based sampling technique for sparse data by Ping Li ( )
2 editions published in 2006 in English and held by 2 WorldCat member libraries worldwide
Principal curves and surfaces by Trevor Hastie ( Book )
3 editions published in 1984 in English and held by 2 WorldCat member libraries worldwide
Esu to tōkei moderu ( Book )
2 editions published in 1994 in Japanese and held by 2 WorldCat member libraries worldwide
Estimating the number of clusters in a dataset via the gap statistic by Robert Tibshirani ( )
2 editions published in 2000 in English and held by 2 WorldCat member libraries worldwide
 
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Audience Level
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  Kids General Special  
Audience level: 0.68 (from 0.26 for The Elemen ... to 0.82 for Classifica ...)
Alternative Names
Hastie, T. J.
Hastie, T. J. 1953-
Hastie, T. J. (Trevor J.)
Hastie, T. J. (Trevor J.), 1953-
Hastie, Trevor.
Hastie, Trevor 1953-...
Hastie, Trevor J.
Hastie, Trevor J. 1953-
Trevor J. Hastie
ヘイスティ, T. J
Languages
English (162)
Japanese (4)
Covers