WorldCat Identities

Hastie, Trevor

Overview
Works: 47 works in 165 publications in 2 languages and 2,577 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 )
53 editions published between 2001 and 2013 in English and held by 1,153 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 583 WorldCat member libraries worldwide
Generalized additive models by Trevor Hastie ( Book )
27 editions published between 1984 and 1999 in English and held by 487 WorldCat member libraries worldwide
Generalized additive models extended the class of generalized linear models by allowing an arbitrary smooth function for any or all of the covariates. The functions are established by the local scoring procedure, using a smoother as a building block in an iterative algorithm. This paper utilizes a cubic spline smoother in the algorithm and show how the resultant procedure can be view as a method for automatically smoothing a suitably defined partial residual, and more formally, a method for maximizing a penalized likelihood. The authors also examine convergence of the inner (backfitting) loop in this case and illustrate these ideas with some binary response data. Keywords: Spline; Non-parametric regression
Statistical models in S ( Book )
9 editions published between 1991 and 1997 in English and held by 205 WorldCat member libraries worldwide
An introduction to statistical learning with applications in R by Gareth James ( Book )
3 editions published in 2013 in English and held by 80 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
Discriminant adaptive nearest neighbor classification by Trevor Hastie ( )
4 editions published in 1994 in English and held by 4 WorldCat member libraries worldwide
Principal curves and surfaces by Trevor Hastie ( Book )
4 editions published in 1984 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
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
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
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
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
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
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
Degrees-of-freedom tests for smoothing splines by Eva Cantoni ( )
2 editions published in 2000 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
Dynamic mixtures of splines: a model for saliency grouping in the time frequency plane by Stanford University ( )
2 editions published in 1997 in English and held by 2 WorldCat member libraries worldwide
Practical procedures for dimension reduction in l₁ by Ping Li ( )
2 editions published in 2006 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
 
moreShow More Titles
fewerShow Fewer Titles
Audience Level
0
Audience Level
1
  Kids General Special  
Audience level: 0.67 (from 0.47 for Estimation ... to 0.92 for Principal ...)
Alternative Names
Hastie, T. J.
Hastie, T. J. (Trevor J.)
Hastie, Trevor.
Hastie, Trevor, 1953-....
Hastie, Trevor J.
Hastie, Trevor J., 1953-
Trevor J. Hastie
ヘイスティ, T. J
Languages
English (136)
Japanese (2)
Covers