On the mixed Kibria-Lukman estimator for the linear regression model

被引:2
|
作者
Chen, Hongmei [1 ]
Wu, Jibo [2 ]
机构
[1] Chongqing Jiaotong Univ, Coll Math & Stat, Chongqing, Peoples R China
[2] Chongqing Univ Arts & Sci, Sch Math & Big Data, Chongqing, Peoples R China
关键词
PRINCIPAL COMPONENT REGRESSION; LIU ESTIMATOR; RIDGE;
D O I
10.1038/s41598-022-16689-z
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 a linear regression model with stochastic restrictions,we propose a new mixed Kibria-Lukman estimator by combining the mixed estimator and the Kibria-Lukman estimator.This new estimator is a general estimation, including OLS estimator, mixed estimator and Kibria-Lukman estimator as special cases. In addition, we discuss the advantages of the new estimator based on MSEM criterion, and illustrate the theoretical results through examples and simulation analysis.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] An Optimal Property on Mixed Estimator of Estimable Function in Linear Regression Model
    Zhou Yongzheng
    COMPREHENSIVE EVALUATION OF ECONOMY AND SOCIETY WITH STATISTICAL SCIENCE, 2009, : 1006 - 1010
  • [32] Performance of Kibria’s methods in partial linear ridge regression model
    M. Arashi
    T. Valizadeh
    Statistical Papers, 2015, 56 : 231 - 246
  • [33] Performance of Kibria's methods in partial linear ridge regression model
    Arashi, M.
    Valizadeh, T.
    STATISTICAL PAPERS, 2015, 56 (01) : 231 - 246
  • [34] Properties for mixed estimator of regression coefficients under misspecified multivariate linear model
    Peng, Xiang-Yang
    Zhou, Zhan-Gong
    Xiangtan Daxue Ziran Kexue Xuebao/Natural Science Journal of Xiangran Unviversity, 2003, 25 (03):
  • [35] Ridge estimator in a mixed Poisson regression model
    Tharshan, Ramajeyam
    Wijekoon, Pushpakanthie
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2024, 53 (07) : 3253 - 3270
  • [36] Developing a New Estimator in Linear Regression Model
    Lukman, Adewale F.
    Ayinde, Kayode
    Olatayo, Alabi
    Bamidele, Rasaq
    Aladeitan, Benedicta B.
    Adagunodo, Theophilus A.
    3RD INTERNATIONAL CONFERENCE ON SCIENCE AND SUSTAINABLE DEVELOPMENT (ICSSD 2019): SCIENCE, TECHNOLOGY AND RESEARCH: KEYS TO SUSTAINABLE DEVELOPMENT, 2019, 1299
  • [37] Improvement of the Liu estimator in linear regression model
    M. H. Hubert
    P. Wijekoon
    Statistical Papers, 2006, 47
  • [38] A New Biased Estimator in Linear Regression Model
    Hao, Huibing
    Li, Chunping
    PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON ELECTRONIC, MECHANICAL, INFORMATION AND MANAGEMENT SOCIETY (EMIM), 2016, 40 : 306 - 310
  • [39] Improvement of the Liu estimator in linear regression model
    Hubert, MH
    Wijekoon, P
    STATISTICAL PAPERS, 2006, 47 (03) : 471 - 479
  • [40] Improved Liu estimator in a linear regression model
    Liu, Xu-Qing
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2011, 141 (01) : 189 - 196