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Electronic Journal of Statistics
Article . 2018 . Peer-reviewed
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Other literature type . 2018
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Article . 2018
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Hypothesis testing sure independence screening for nonparametric regression

Authors: Zambom, Adriano Zanin; Akritas, Michael G.;

Hypothesis testing sure independence screening for nonparametric regression

Abstract

The authors develop a sure independence screening method based on hypothesis testing (HT-SIS) in a general nonparametric regression model. \textit{J. Fan} and \textit{J. Lv} [``Sure independence screening for ultrahigh dimensional feature space (with discussion)'', J. Royal Stat. Soc. B 70, No. 5, 849--911 (2008; \url{doi:10.1111/j.1467-9868.2008.00674.x})] introduced the concept of sure independence screening, that is, with probability tending to one, a well chosen subset of the predictors will contain the true set of predictors that contribute to the underlying model. The ranking utility is based on a test statistic for the hypothesis predictive significance of each available covariate. The authors establish the sure screening property showing that all active predictors are retained with high probability as the sample size increases. The threshold parameter is chosen based on the desired false positive selection rate. Some simulation results and an analysis of a real data set are presented.

Related Organizations
Keywords

ANOVA, nonparametric regression, multiple testing, Analysis of variance and covariance (ANOVA), Nonparametric regression and quantile regression, false discovery rate, lack-of-fit test, Paired and multiple comparisons; multiple testing

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
gold