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Globaltest confidence regions and their application to ridge regression

We construct confidence regions in high dimensions by inverting the globaltest statistics, and use them to choose the tuning parameter for penalized regression. The selected model corresponds to the point in the confidence region of the parameters that minimizes the penalty, making it the least comp...

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Detalles Bibliográficos
Autores principales: Xu, Ningning, Solari, Aldo, Goeman, Jelle
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8519024/
https://www.ncbi.nlm.nih.gov/pubmed/34046931
http://dx.doi.org/10.1002/bimj.202000063