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Variable Selection in Nonparametric Classification via Measurement Error Model Selection Likelihoods

Using the relationships among ridge regression, LASSO estimation, and measurement error attenuation as motivation, a new measurement-error-model-based approach to variable selection is developed. After describing the approach in the familiar context of linear regression, we apply it to the problem o...

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Detalhes bibliográficos
Main Authors: Stefanski, L. A., Wu, Yichao, White, Kyle
Formato: Artigo
Idioma:Inglês
Publicado em: 2014
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4066561/
https://ncbi.nlm.nih.gov/pubmed/24976661
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2013.858630
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