arrow
返回

Variable selection in linear regression

delete2011-01-01
delete103
delete
OA
AI
C
Charles Lindsey *
S
Simon J. Sheather
DOI:10.1177/1536867X1101000407delete
delete原文链接
delete分享
delete收藏
查看原文
摘要

摘要

En 中文
We present a new Stata program, vselect, that helps users perform variable selection after performing a linear regression. Options for stepwise methods such as forward selection and backward elimination are provided. The user may specify Mallows's C-p, Akaike's information criterion, Akaike's corrected information criterion, Bayesian information criterion, or R-2 adjusted as the information criterion for the selection. When the user specifies the best subset option, the leaps-and-bounds algorithm (Furnival and Wilson, Technometrics 16: 499-511) is used to determine the best subsets of each predictor size. All the previously mentioned information criteria are reported for each of these subsets. We also provide options for doing variable selection only on certain predictors (as in [R] nestreg) and support for weighted linear regression. All options are demonstrated on real datasets with varying numbers of predictors.
Keyword:
st0213
vselect
variable selection
regress
nestreg
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

S
Stata Journal
IF:
2.4
论文数:
1.2K
被引数:
8.4K

机构

T
Texas A&M University System
学者数:
4.4W
论文数: 4.0W
被引数: 4.0K
引用论文

引用论文

Sol-Gel Biopolymer/Silica Nanocomposites in Biotechnology
err2006-08-01
err0
PREAI
errThibaud Coradin; Joachim Allouche; Michel Boissiere; Jacques Livage
err分享
err收藏
Least angle regression
err2004-04-01
err7.5K
errOAAI
errEfron, B; Hastie, T; Johnstone, I; Tibshirani, R
err分享
err收藏
err分享
err收藏
err2002-01-01
err0
PREAI
errShaoming Huang; Liming Dai
err分享
err收藏
Small-molecule-induced polymerization triggers degradation of BCL6
err2020-11-18
err0
errOAAI
errMikołaj Słabicki; Hojong Yoon; Jonas Koeppel; Lena Nitsch; Shourya S. Roy Burman; Cristina Di Genua; Katherine A. Donovan; Adam S. Sperling; Moritz Hunkeler; Jonathan M. Tsai; Rohan Sharma; Andrew Guirguis; Charles Zou; Priya Chudasama; Jessica A. Gasser; Peter G. Miller; Claudia Scholl; Stefan Fröhling; Radosław P. Nowak; Eric S. Fischer; Benjamin L. Ebert
err分享
err收藏
Real-Time Analysis of a Modified State Observer for Sensorless Induction Motor Drive Used in Electric Vehicle Applications
err2017-07-25
err0
errOAAI
errMohan Krishna S.; Febin Daya J.L.; Sanjeevikumar Padmanaban; Lucian Mihet-Popa
err分享
err收藏
Correspondence of parent report and laboratory measures of inattention and hyperactivity in children with heavy prenatal alcohol exposure
err2014-03-01
err0
errOAAI
errLeila Glass; Diana M. Graham; Benjamin N. Deweese; Kenneth Lyons Jones; Edward P. Riley; Sarah N. Mattson
err分享
err收藏
学者 查看更多内容