New Versions of Liu-type Estimator in Weighted and non-weighted Mixed Regression Model

被引:1
|
作者
Alheety, Mustafa Ismaeel Naif [1 ]
机构
[1] Univ Anbar, Coll Educ Pure Sci, Dept Math, Anbar, Iraq
关键词
Liu estimator; Mean squared error matrix; Mixed estimator; Stochastic restricted Liu estimator; Weighted mixed Liu estimator; 2-PARAMETER ESTIMATOR; RIDGE-REGRESSION;
D O I
10.21123/bsj.2020.17.1(Suppl.).0361
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper considers and proposes new estimators that depend on the sample and on prior information in the case that they either are equally or are not equally important in the model. The prior information is described as linear stochastic restrictions. We study the properties and the performances of these estimators compared to other common estimators using the mean squared error as a criterion for the goodness of fit. A numerical example and a simulation study are proposed to explain the performance of the estimators.
引用
收藏
页码:361 / 370
页数:10
相关论文
共 50 条
  • [21] Jackknifed Liu-type estimator in the negative binomial regression model
    Jabur, Dhafer Myasar
    Rashad, Nadwa Khazaal
    Algamal, Zakariya Yahya
    [J]. INTERNATIONAL JOURNAL OF NONLINEAR ANALYSIS AND APPLICATIONS, 2022, 13 (01): : 2675 - 2684
  • [22] An almost unbiased Liu-type estimator in the linear regression model
    Erdugan, Funda
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2024, 53 (07) : 3081 - 3093
  • [23] More on Liu-type estimator in linear regression
    Liu, KJ
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2004, 33 (11-12) : 2723 - 2733
  • [24] Combining the Liu-type estimator and the principal component regression estimator
    Inan, Deniz
    [J]. STATISTICAL PAPERS, 2015, 56 (01) : 147 - 156
  • [25] Efficiency of a Liu-type estimator in semiparametric regression models
    Duran, Esra Akdeniz
    Akdeniz, Fikri
    Hu, Hongchang
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2011, 235 (05) : 1418 - 1428
  • [26] On the Principal Component Liu-type Estimator in Linear Regression
    Wu, Jibo
    Yang, Hu
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2015, 44 (08) : 2061 - 2072
  • [27] Robust Liu-type estimator for regression based on M-estimator
    Ertas, Hasan
    Kaciranlar, Selahattin
    Guler, Huseyin
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2017, 46 (05) : 3907 - 3932
  • [28] ON THE STOCHASTIC RESTRICTED LIU-TYPE MAXIMUM LIKELIHOOD ESTIMATOR IN LOGISTIC REGRESSION MODEL
    Wu, Jibo
    Asar, Yasin
    [J]. COMMUNICATIONS FACULTY OF SCIENCES UNIVERSITY OF ANKARA-SERIES A1 MATHEMATICS AND STATISTICS, 2019, 68 (01): : 643 - 653
  • [29] A generalized Liu-type estimator for logistic partial linear regression model with multicollinearity
    Dai, Dayang
    Wang, Dabuxilatu
    [J]. AIMS MATHEMATICS, 2023, 8 (05): : 11851 - 11874
  • [30] Jackknifed Liu-type estimator in the Conway-Maxwell Poisson regression model
    Rasheed, Husam AbdulRazzak
    Sadik, Nazik J.
    Algamal, Zakariya Yahya
    [J]. INTERNATIONAL JOURNAL OF NONLINEAR ANALYSIS AND APPLICATIONS, 2022, 13 (01): : 3153 - 3168