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author:

Liang, Fei-Bao (Liang, Fei-Bao.) [1] (Scholars:梁飞豹) | Lan, Yi-Xin (Lan, Yi-Xin.) [2] (Scholars:蓝以信)

Indexed by:

EI Scopus SCIE

Abstract:

This article introduces a general class of biased estimator, namely a generalized diagonal ridge-type (GDR) estimator, for the linear regression model when multicollinearity occurs. The estimator represents different kinds of biased estimators when different parameters are obtained. Some properties of this estimator are discussed and an iterative procedure is provided for selecting the parameters. A Monte Carlo simulation study and an application show that the GDR estimator performs much better than the ordinary least squares (OLS) estimator under the mean square error (MSE) criterion when severe multicollinearity is present.

Keyword:

62J07 Admissibility Consistency Generalized diagonal ridge-type estimator Linear regression Mean square error

Community:

  • [ 1 ] [Liang, Fei-Bao]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 2 ] [Lan, Yi-Xin]Fuzhou Univ, Sch Publ Adm, Fuzhou 350108, Fujian, Peoples R China

Reprint 's Address:

  • 梁飞豹

    [Liang, Fei-Bao]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China

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Source :

COMMUNICATIONS IN STATISTICS-THEORY AND METHODS

ISSN: 0361-0926

Year: 2014

Issue: 6

Volume: 43

Page: 1145-1163

0 . 2 7 4

JCR@2014

0 . 6 0 0

JCR@2023

ESI Discipline: MATHEMATICS;

ESI HC Threshold:86

JCR Journal Grade:4

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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