Ridge-type pretest and shrinkage estimations in partially linear models

被引:0
|
作者
Bahadır Yüzbaşı
S. Ejaz Ahmed
Dursun Aydın
机构
[1] Inonu University,Department of Econometrics
[2] Brock University,Department of Mathematics and Statistics
[3] Mugla Sitki Kocman University,Department of Statistics
来源
Statistical Papers | 2020年 / 61卷
关键词
Pretest estimation; Shrinkage estimation; Ridge regression; Smoothing spline; Partially linear model;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we suggest pretest and shrinkage ridge regression estimators for a partially linear regression model, and compare their performance with some penalty estimators. We investigate the asymptotic properties of proposed estimators. We also consider a Monte Carlo simulation comparison, and a real data example is presented to illustrate the usefulness of the suggested methods.
引用
收藏
页码:869 / 898
页数:29
相关论文
共 50 条
  • [21] Optimal shrinkage estimations in partially linear single-index models for binary longitudinal data
    Shakhawat Hossain
    Le An Lac
    TEST, 2021, 30 : 811 - 835
  • [22] Shrinkage ridge regression in partial linear models
    Roozbeh, Mahdi
    Arashi, Mohammad
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2016, 45 (20) : 6022 - 6044
  • [23] A new ridge-type estimator in stochastic restricted linear regression
    Li, Yalian
    Yang, Hu
    STATISTICS, 2011, 45 (02) : 123 - 130
  • [24] The conditional ridge-type estimation in singular linear model with linear equality restrictions
    Zhang, Chunmei
    Yang, Hu
    STATISTICS, 2007, 41 (06) : 485 - 494
  • [25] A New Ridge-Type Estimator for the Linear Regression Model: Simulations and Applications
    Kibria, B. M. Golam
    Lukman, Adewale F.
    SCIENTIFICA, 2020, 2020
  • [26] Shrinkage and pretest Liu estimators in semiparametric linear measurement error models
    Hadi Emami
    Omid Khademnoe
    Statistical Papers, 2025, 66 (2)
  • [27] A new ridge-type estimator for the linear regression model with correlated regressors
    Owolabi, Abiola T.
    Ayinde, Kayode
    Alabi, Olusegun O.
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 34 (15):
  • [28] Feasible ridge estimator in partially linear models
    Roozbeh, M.
    Arashi, M.
    JOURNAL OF MULTIVARIATE ANALYSIS, 2013, 116 : 35 - 44
  • [29] Identifying a class of Ridge-type estimators in binary logistic regression models
    Ertan, Esra
    Akay, Kadri Ulas
    STATISTICS, 2024,
  • [30] A Modified Ridge-Type Logistic Estimator
    Adewale F. Lukman
    Adewuyi Emmanuel
    Onate A. Clement
    Kayode Ayinde
    Iranian Journal of Science and Technology, Transactions A: Science, 2020, 44 : 437 - 443