Nonparametric Estimation of Conditional Expectation with Auxiliary Information and Dimension Reduction

Nonparametric estimation of the conditional expectation of an outcome Y given a covariate vector U is of primary importance in many statistical applications such as prediction and personalized medicine. In some problems, there is an additional auxiliary variable Z in the training dataset used to con...

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Veröffentlicht in:Journal of the American Statistical Association 2021-07, Vol.116 (535), p.1346-1357
Hauptverfasser: Xie, Bingying, Shao, Jun
Format: Artikel
Sprache:eng
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