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A New Test for Large Dimensional Regression Coefficients

A New Test for Large Dimensional Regression Coefficients
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摘要 In the article, hypothesis test for coefficients in high dimensional regression models is considered. I develop simultaneous test statistic for the hypothesis test in both linear and partial linear models. The derived test is designed for growing p and fixed n where the conventional F-test is no longer appropriate. The asymptotic distribution of the proposed test statistic under the null hypothesis is obtained. In the article, hypothesis test for coefficients in high dimensional regression models is considered. I develop simultaneous test statistic for the hypothesis test in both linear and partial linear models. The derived test is designed for growing p and fixed n where the conventional F-test is no longer appropriate. The asymptotic distribution of the proposed test statistic under the null hypothesis is obtained.
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出处 《Open Journal of Statistics》 2011年第3期212-216,共5页 统计学期刊(英文)
关键词 High DIMENSION RIDGE Regression HYPOTHESIS TEST Partial Linear Model ASYMPTOTIC High Dimension Ridge Regression Hypothesis Test Partial Linear Model Asymptotic

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