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Local influence for Liu estimators in semiparametric linear models
被引:0
|作者:
Hadi Emami
机构:
[1] University of Zanjan,Department of Statistics, Faculty of Science
来源:
关键词:
Liu estimator;
Local influence;
Perturbation scheme;
Multicollinearity;
Smoothing spline;
62J07;
62J20;
62J05;
D O I:
暂无
中图分类号:
学科分类号:
摘要:
Semiparameric linear regression models are extensions of linear models to include a nonparametric function of some covariate. They have been found to be useful in data modelling. This paper provides local influence analysis to the Liu penalized least squares estimators that uses a smoothing spline as a solution to its nonparametric component. The diagnostics under the perturbations of constant variance, individual explanatory variables and assessing the influence on the selection of the Liu penalized least squares estimators parameter are derived. The diagnostics are applied to a real data set with informative results.
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页码:529 / 544
页数:15
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