Model selection properties of forward selection and sequential cross‐validation for high‐dimensional regression

2021 ◽  
Author(s):  
Jerzy Wieczorek ◽  
Jing Lei
Keyword(s):  
Model Selection ◽  
Cross Validation ◽  
High Dimensional ◽  
Forward Selection ◽  
High Dimensional Regression

A systematic review on model selection in high-dimensional regression

2019 ◽  
Vol 48 (1) ◽  
pp. 1-12 ◽  
Author(s):  
Eun Ryung Lee ◽  
Jinwoo Cho ◽  
Kyusang Yu
Keyword(s):  
Systematic Review ◽  
Model Selection ◽  
High Dimensional ◽  
High Dimensional Regression

Robust U-type test for high dimensional regression coefficients using refitted cross-validation variance estimation

2016 ◽  
Vol 59 (12) ◽  
pp. 2319-2334
Author(s):  
WenWen Guo ◽  
YongShuai Chen ◽  
HengJian Cui
Keyword(s):  
Cross Validation ◽  
Variance Estimation ◽  
Regression Coefficients ◽  
High Dimensional ◽  
Type Test ◽  
High Dimensional Regression

scholarly journals Test for high-dimensional regression coefficients using refitted cross-validation variance estimation

2018 ◽  
Vol 46 (3) ◽  
pp. 958-988 ◽  
Author(s):  
Hengjian Cui ◽  
Wenwen Guo ◽  
Wei Zhong
Keyword(s):  
Cross Validation ◽  
Variance Estimation ◽  
Regression Coefficients ◽  
High Dimensional ◽  
High Dimensional Regression

scholarly journals Model selection and estimation in high dimensional regression models with group SCAD

2015 ◽  
Vol 103 ◽  
pp. 86-92 ◽  
Author(s):  
Xiao Guo ◽  
Hai Zhang ◽  
Yao Wang ◽  
Jiang-Lun Wu
Keyword(s):  
Model Selection ◽  
Regression Models ◽  
High Dimensional ◽  
High Dimensional Regression

Testing Covariates in High Dimensional Regression

2013 ◽  
Author(s):  
Wei Lan ◽  
Hansheng Wang ◽  
Chih-Ling Tsai
Keyword(s):  
High Dimensional ◽  
High Dimensional Regression

A multiple-case deletion approach for detecting influential points in high-dimensional regression

2018 ◽  
Vol 48 (7) ◽  
pp. 2065-2082 ◽  
Author(s):  
Tao Wang ◽  
Qun Li ◽  
Qingpei Zang ◽  
Zhonghua Li
Keyword(s):  
High Dimensional ◽  
Influential Points ◽  
Case Deletion ◽  
High Dimensional Regression ◽  
Multiple Case

Multiple predictingK-fold cross-validation for model selection

2017 ◽  
Vol 30 (1) ◽  
pp. 197-215 ◽  
Author(s):  
Yoonsuh Jung
Keyword(s):  
Model Selection ◽  
Cross Validation ◽  
Fold Cross Validation
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