Goodness-of-fit tests for linear regression models with missing response data

被引:27
|
作者
González-Manteiga, W
Pérez-González, A
机构
[1] Univ Santiago Compostela, Dept Estadist & Invest Operat, ES-15782 Santiago De Compostela, Spain
[2] Univ Vigo, Dept Estadist & Invest Operat, ES-32004 Orense, Spain
关键词
bootstrap; goodness-of-fit test; missing at random; multivariate local linear smoother; nonparametric regression;
D O I
10.1002/cjs.5550340111
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The authors show how to test the goodness-of-fit of a linear regression model when there are missing data in the response variable. Their statistics are based on the L-2 distance between nonparametric estimators of the regression function and a root n-consistent estimator of the same function under the parametric model. They obtain the limit distribution of the statistics and check the validity of their bootstrap version. Finally, a simulation study allows them to examine the behaviour of their tests, whether the samples are complete or not.
引用
收藏
页码:149 / 170
页数:22
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