Variable selection in regression-a tutorial

被引：556

作者：

Andersen, C. M. ^{[1
]}

Bro, R. ^{[1
]}

机构：

[1] Univ Copenhagen, Fac Life Sci, Dept Food Sci, DK-1958 Frederiksberg C, Denmark

来源：

JOURNAL OF CHEMOMETRICS | 2010年 / 24卷 / 11-12期

关键词：

variable selection; calibration; chemometrics; PARTIAL LEAST-SQUARES; GENETIC ALGORITHMS; SPECTROSCOPY; UNCERTAINTY;

D O I：

10.1002/cem.1360

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper provides a practical guide to variable selection in chemometrics with a focus on regression-based calibration models. Several approaches, such as genetic algorithms (GAs), jack-knifing, forward selection, etc., are explained; it is also explained how to choose between different kinds of variable selection methods. The emphasis in this paper is on how to use variable selection in practice and avoid the most common pitfalls. Copyright (C) 2010 John Wiley & Sons, Ltd.

引用

下载

页码：728 / 737

页数：10

共 50 条

[11] Variable Selection for Global Frechet Regression
Tucker, Danielle C.
Wu, Yichao
Mueller, Hans-Georg
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023, 118 (542) : 1023 - 1037
[12] Variable selection in semiparametric regression modeling
Li, Runze
Liang, Hua
ANNALS OF STATISTICS, 2008, 36 (01): : 261 - 286
[13] Methods of variable selection in regression modeling
Murtaugh, PA
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 1998, 27 (03) : 711 - 734
[14] Variable and subset selection in PLS regression
Höskuldsson, A
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2001, 55 (1-2) : 23 - 38
[15] Variable selection in regression with compositional covariates
Lin, Wei
Shi, Pixu
Feng, Rui
Li, Hongzhe
BIOMETRIKA, 2014, 101 (04) : 785 - 797
[16] A Review on Variable Selection in Regression Analysis
Desboulets, Loann David Denis
ECONOMETRICS, 2018, 6 (04)
[17] Variable selection in wavelet regression models
Alsberg, BK
Woodward, AM
Winson, MK
Rowland, JJ
Kell, DB
ANALYTICA CHIMICA ACTA, 1998, 368 (1-2) : 29 - 44
[18] Bayesian variable selection in quantile regression
Yu, Keming
Chen, Cathy W. S.
Reed, Craig
Dunson, David B.
STATISTICS AND ITS INTERFACE, 2013, 6 (02) : 261 - 274
[19] Bayesian variable selection for regression models
Kuo, L
Mallick, B
AMERICAN STATISTICAL ASSOCIATION - 1996 PROCEEDINGS OF THE SECTION ON BAYESIAN STATISTICAL SCIENCE, 1996, : 170 - 175
[20] An adaptive method of variable selection in regression
O'Gorman, Thomas W.
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2008, 37 (06) : 1129 - 1142

← 1 2 3 4 5 →