Strong consistency rates for the estimators in a heteroscedastic EV model with missing responses

被引:0
|
作者
Zhang, Jing-Jing [1 ]
Xiao, Yun-Peng [1 ]
机构
[1] Univ Shanghai Sch & Technol, Coll Sci, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
Semi-parametric error-in-variables model; Heteroscedastic; Missing responses; Strong consistent rate; PARTIALLY LINEAR ERRORS; LS ESTIMATOR; VARIABLES; TESTS;
D O I
10.1186/s13660-020-02411-y
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This article is concerned with the semi-parametric error-in-variables (EV) model with missing responses: yi =.i ss + g(ti) + i, xi =.i + mu i, where i = siei is heteroscedastic, f (ui) = s2 i, yi are the response variables missing at random, the design points (.i, ti, ui) are known and non-random, ss is an unknown parameter, g(center dot) and f (center dot) are functions defined on closed interval [0, 1], and the.i are the potential variables observed with measurement errors mu i, ei are random errors. Under appropriate conditions, we study the strong consistent rates for the estimators of ss, g(center dot) and f (center dot). Finite sample behavior of the estimators is investigated via simulations.
引用
收藏
页数:21
相关论文
共 45 条
  • [1] Strong consistency rates for the estimators in a heteroscedastic EV model with missing responses
    Jing-Jing Zhang
    Yun-Peng Xiao
    Journal of Inequalities and Applications, 2020
  • [2] Strong Consistency Rates of Estimators in Semi-Parametric Errors-In-Variables Model with Missing Responses
    Zhang, Jingjing
    Zhang, Linran
    FILOMAT, 2019, 33 (18) : 6073 - 6089
  • [3] The rates of strong consistency for estimators in heteroscedastic partially linear errors-in-variables model for widely orthant dependent samples
    Wu, Yi
    Wang, Xuejun
    Shen, Aiting
    STOCHASTIC MODELS, 2024, 40 (04) : 728 - 755
  • [4] Asymptotic Properties for Estimators in a Semiparametric EV Model with NA Errors and Missing Responses
    Zhang, Jing-jing
    Liu, Cheng-Liang
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2022, 2022
  • [5] Strong Consistency Rate of Estimators in Heteroscedastic Errors-in-variables Model for Negative Association Samples
    Zhang, Jing-jing
    Wang, Ting
    FILOMAT, 2018, 32 (13) : 4639 - 4654
  • [6] Asymptotic normality and strong consistency of LS estimators in the EV regression model with NA errors
    Miao, Yu
    Zhao, Fangfang
    Wang, Ke
    Chen, Yanping
    STATISTICAL PAPERS, 2013, 54 (01) : 193 - 206
  • [7] Asymptotic normality and strong consistency of LS estimators in the EV regression model with NA errors
    Yu Miao
    Fangfang Zhao
    Ke Wang
    Yanping Chen
    Statistical Papers, 2013, 54 : 193 - 206
  • [8] The Consistency of Estimators in a Heteroscedastic Partially Linear Model with ρ--Mixing Errors
    Zhang, Yu
    Liu, Xinsheng
    SYMMETRY-BASEL, 2020, 12 (07):
  • [9] Consistency of LS estimators in the EV regression model with martingale difference errors
    Miao, Yu
    Wang, Yanling
    Zheng, Haojiang
    STATISTICS, 2015, 49 (01) : 104 - 118
  • [10] Symmetrical Convergence Rates and Asymptotic Properties of Estimators in a Semi-Parametric Errors-in-Variables Model with Strong Mixing Errors and Missing Responses
    Zhang, Jingjing
    Yan, Haiqin
    Hu, Tingting
    SYMMETRY-BASEL, 2024, 16 (11):