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article · South African Statistical Journal · 2023

Variable selection in multivariate linear regression with random predictors

Alban Mbina Mbina, Guy Martial Nkiet, Assi N’Guessan

Cited by 2Open access

Abstract

We propose a method for variable selection in multivariate regression with random predictors. This method is based on a criterion that permits to reduce the variable selection problem to a problem of estimating a suitable set. Then, an estimator for this set is proposed and the resulting method for selecting variables is shown to be consistent. A simulation study that permits to study several properties of the proposed approach and to compare it with existing methods is given.

Cite this paper

APA 7

Mbina, A. M., Nkiet, G. M., & N’Guessan, A. (2023). Variable selection in multivariate linear regression with random predictors. South African Statistical Journal, 57(1). https://doi.org/10.37920/sasj.2023.57.1.3

MLA 9

Mbina, Alban Mbina, et al. “Variable selection in multivariate linear regression with random predictors.” South African Statistical Journal, vol. 57, no. 1, 2023, https://doi.org/10.37920/sasj.2023.57.1.3.

Chicago

Mbina, Alban Mbina, Guy Martial Nkiet, and Assi N’Guessan. 2023. “Variable selection in multivariate linear regression with random predictors.” South African Statistical Journal 57 (1). https://doi.org/10.37920/sasj.2023.57.1.3.

Harvard

Mbina, A.M., Nkiet, G.M. and N’Guessan, A. (2023) ‘Variable selection in multivariate linear regression with random predictors’, South African Statistical Journal, 57(1). Available at: https://doi.org/10.37920/sasj.2023.57.1.3.

BibTeX
@article{mbina2023variable,
  title = {{Variable selection in multivariate linear regression with random predictors}},
  author = {Mbina, Alban Mbina and Nkiet, Guy Martial and N’Guessan, Assi},
  journal = {South African Statistical Journal},
  volume = {57},
  number = {1},
  year = {2023},
  doi = {10.37920/sasj.2023.57.1.3}
}

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