Precise asymptotics of error variance estimator in partially linear models

被引:0
作者
Shao-jun Guo
Min Chen
Feng Liu
机构
[1] Chinese Academy of Sciences,Academy of Mathematics and Systems Science
[2] Chongqing Institute of Technology,Department of Statistics
来源
Acta Mathematicae Applicatae Sinica, English Series | 2008年 / 24卷
关键词
Precise asymptotics; partially linear models; error variance estimator; 60F99;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we focus our attention on the precise asymptotics of error variance estimator in partially linear regression models, yi = xiτβ + g(ti) + εi, 1 ≤ i ≤ n, {εi, i = 1, ⋯ n} are i.i.d random errors with mean 0 and positive finite variance σ2. Following the ideas of Allan Gut and Aurel Spătaru[7,8] and Zhang[21], on precise asymptotics in the Baum-Katz and Davis laws of large numbers and precise rate in laws of the iterated logarithm, respectively, and subject to some regular conditions, we obtain the corresponding results in partially linear regression models.
引用
收藏
页码:59 / 74
页数:15
相关论文
共 50 条
  • [21] Robust estimates in generalized partially linear models
    Boente, Graciela
    He, Xuming
    Zhou, Jianhui
    ANNALS OF STATISTICS, 2006, 34 (06) : 2856 - 2878
  • [22] Discovering model structure for partially linear models
    Xin He
    Junhui Wang
    Annals of the Institute of Statistical Mathematics, 2020, 72 : 45 - 63
  • [23] Semiparametric estimation of multivariate partially linear models
    Zhang, Yaowu
    Zhu, Liping
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2017, 87 (11) : 2115 - 2127
  • [24] Generalized partially linear models on Riemannian manifolds
    Simo, Amelia
    Victoria Ibanez, M.
    Epifanio, Irene
    Gimeno, Vicent
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, 2020, 69 (03) : 641 - 661
  • [25] Bayesian wavelet estimation of partially linear models
    Qu, Leming
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2006, 76 (07) : 605 - 617
  • [26] Inferences on Nonparametric component for partially linear models
    Zhang, Riquan
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2007, 36 (1-4) : 549 - 562
  • [27] Discovering model structure for partially linear models
    He, Xin
    Wang, Junhui
    ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2020, 72 (01) : 45 - 63
  • [28] Simultaneous mean and covariance estimation of partially linear models for longitudinal data with missing responses and covariate measurement error
    Qin, Guoyou
    Zhang, Jiajia
    Zhu, Zhongyi
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2016, 96 : 24 - 39
  • [29] Precise asymptotics for complete integral convergence in the law of the logarithm under the sub-linear expectations
    Huang, Lizhen
    Wu, Qunying
    AIMS MATHEMATICS, 2023, 8 (04): : 8964 - 8984
  • [30] SPATIOTEMPORAL AUTOREGRESSIVE PARTIALLY LINEAR VARYING COEFFICIENT MODELS
    Yu, Shan
    Wang, Yueying
    Wang, Li
    Gao, Lei
    STATISTICA SINICA, 2022, 32 : 2119 - 2146