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A comparative study of different variable selection methods based on numerical simulation and empirical analysis

This study employs the principles of computer science and statistics to evaluate the efficacy of the linear random effect model, utilizing Lasso variable selection techniques (including Lasso, Elastic-Net, Adaptive-Lasso, and SCAD) through numerical simulation and empirical research. The analysis fo...

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Detalles Bibliográficos
Autores principales: Hou, Dake, Zhou, Wenli, Zhang, Qiuxia, Zhang, Kun, Fang, Jiaqi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10495967/
https://www.ncbi.nlm.nih.gov/pubmed/37705642
http://dx.doi.org/10.7717/peerj-cs.1522