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Optimality of Combining Ridge and Principal Components Regression 被引量:5
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作者 田保光 《Chinese Quarterly Journal of Mathematics》 CSCD 1990年第1期27-30,共4页
This paper deals with the regressi on optimality of combining ridge and prinapal components estimator.It is proved that the combining ridge and principal compenents estimator of regression coefficient has several type... This paper deals with the regressi on optimality of combining ridge and prinapal components estimator.It is proved that the combining ridge and principal compenents estimator of regression coefficient has several types of minimum—Variance preperties.Some results of the paper[2] are the special cases of this paper.We also compare the combining ridge and principal components estimator with the principal components esti- mator in several senses. 展开更多
关键词 岭型主成分估计 回归最优性 线性回归 降维估计类 矩阵 正交不变范数
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Generalized Ridge and Principal Correlation Estimator of the Regression Parameters and Its Optimality
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作者 GUO Wen Xing ZHANG Shang Li XUE Xiao Wei 《Journal of Mathematical Research and Exposition》 CSCD 2009年第5期882-888,共7页
In this paper,we propose a new biased estimator of the regression parameters,the generalized ridge and principal correlation estimator.We present its some properties and prove that it is superior to LSE(least squares ... In this paper,we propose a new biased estimator of the regression parameters,the generalized ridge and principal correlation estimator.We present its some properties and prove that it is superior to LSE(least squares estimator),principal correlation estimator,ridge and principal correlation estimator under MSE(mean squares error) and PMC(Pitman closeness) criterion,respectively. 展开更多
关键词 linear regression model generalized ridge and principal correlation estimator mean squares error Pitman closeness criterion.
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