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The lasso for high dimensional regression with a possible change point

We consider a high dimensional regression model with a possible change point due to a covariate threshold and develop the lasso estimator of regression coefficients as well as the threshold parameter. Our lasso estimator not only selects covariates but also selects a model between linear and thresho...

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Detalhes bibliográficos
Publicado no:J R Stat Soc Series B Stat Methodol
Main Authors: Lee, Sokbae, Seo, Myung Hwan, Shin, Youngki
Formato: Artigo
Idioma:Inglês
Publicado em: John Wiley and Sons Inc. 2015
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5014306/
https://ncbi.nlm.nih.gov/pubmed/27656104
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/rssb.12108
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