Tests for regression coefficients in high dimensional partially linear models.

Yan Liu,Sanguo Zhang,Shuangge Ma,Qingzhao Zhang

Statistics & Probability Letters（2020）

引用 3|浏览11

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摘要

We propose a U-statistics test for regression coefficients in high dimensional partially linear models. In addition, the proposed method is extended to test part of the coefficients. Asymptotic distributions of the test statistics are established. Simulation studies demonstrate satisfactory finite-sample performance.

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关键词

High-dimensional analysis,Partially linear models,Regression coefficients,U-statistics

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