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Guarding against Spurious Discoveries in High Dimensions

Many data-mining and statistical machine learning algorithms have been developed to select a subset of covariates to associate with a response variable. Spurious discoveries can easily arise in high-dimensional data analysis due to enormous possibilities of such selections. How can we know statistic...

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Bibliographische Detailangaben
Veröffentlicht in:J Mach Learn Res
Hauptverfasser: Fan, Jianqing, Zhou, Wen-Xin
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2016
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5603346/
https://ncbi.nlm.nih.gov/pubmed/28936128
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