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Nonparametric Independence Screening in Sparse Ultra-High Dimensional Varying Coefficient Models

The varying-coefficient model is an important class of nonparametric statistical model that allows us to examine how the effects of covariates vary with exposure variables. When the number of covariates is large, the issue of variable selection arises. In this paper, we propose and investigate margi...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Fan, Jianqing, Ma, Yunbei, Dai, Wei
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2014
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4188418/
https://ncbi.nlm.nih.gov/pubmed/25309009
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2013.879828
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