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Generalized Ridge Estimation of a Semiparametric Regression Model

Generalized Ridge Estimation of a Semiparametric Regression Model
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摘要 We considered the following semiparametric regres-sion model yi = X iT β+ s ( t i ) + ei (i =1,2,,n). First,the general-ized ridge estimators of both parameters and non-parameters are given without a restrained design matrix. Second,the generalized ridge estimator will be compared with the penalized least squares estimator under a mean squares error,and some conditions in which the former excels the latter are given. Finally,the validity and feasibility of the method is illustrated by a simulation example. We considered the following semiparametric regres-sion model yi = X iT β+ s ( t i ) + ei (i =1,2,,n). First,the general-ized ridge estimators of both parameters and non-parameters are given without a restrained design matrix. Second,the generalized ridge estimator will be compared with the penalized least squares estimator under a mean squares error,and some conditions in which the former excels the latter are given. Finally,the validity and feasibility of the method is illustrated by a simulation example.
出处 《Wuhan University Journal of Natural Sciences》 CAS 2010年第4期283-286,共4页 武汉大学学报(自然科学英文版)
基金 Supported by the Key Project of Chinese Ministry of Educa-tion (209078) the Scientific Research Item of Hubei Provincial Department of Education (D20092207)
关键词 SEMIPARAMETRIC regression model GENERALIZED RIDGE ESTIMATION penalized least SQUARES ESTIMATION mean SQUARES ERROR semiparametric regression model generalized ridge estimation penalized least squares estimation mean squares error
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