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A Perturbation Method for Inference on Regularized Regression Estimates

Analysis of high dimensional data often seeks to identify a subset of important features and assess their effects on the outcome. Traditional statistical inference procedures based on standard regression methods often fail in the presence of high-dimensional features. In recent years, regularization...

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Detalhes bibliográficos
Main Authors: Minnier, Jessica, Tian, Lu, Cai, Tianxi
Formato: Artigo
Idioma:Inglês
Publicado em: 2012
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3404855/
https://ncbi.nlm.nih.gov/pubmed/22844171
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1198/jasa.2011.tm10382
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