Asymptotic properties of nonparametric M-estimation for mixing functional data

被引:13
|
作者
Chen, Jia [1 ]
Zhang, Lixin [1 ]
机构
[1] Zhejiang Univ, Dept Math, Hangzhou 310027, Peoples R China
基金
中国国家自然科学基金;
关键词
alpha-Mixing; Asymptotic normality; Consistency; Functional data; Nonparametric M-estimation; TIME-SERIES; REGRESSION ESTIMATION; LOCATION; MODELS;
D O I
10.1016/j.jspi.2008.05.007
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We investigate the asymptotic behavior of a nonparametric M-estimator of a regression function for stationary dependent processes, where the explanatory variables take values in some abstract functional space. Under some regularity conditions, we give the weak and strong consistency of the estimator as well as its asymptotic normality. We also give two examples of functional processes that satisfy the mixing conditions assumed in this paper. Furthermore, a simulated example is presented to examine the finite sample performance of the proposed estimator. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:533 / 546
页数:14
相关论文
共 50 条
  • [41] Asymptotic properties of nonparametric quantile estimation with spatial dependency
    Kanga, S. -H. Arnaud
    Hili, Ouagnina
    Dabo-Niang, Sophie
    N'Guessan, Assi
    STATISTICA NEERLANDICA, 2023, 77 (03) : 254 - 283
  • [42] Sample heterogeneity and M-estimation
    Hallin, M
    Mizera, I
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2001, 93 (1-2) : 139 - 160
  • [43] ON M-PROCESSES AND M-ESTIMATION
    WELSH, AH
    ANNALS OF STATISTICS, 1989, 17 (01): : 337 - 361
  • [44] Accounting for missing data in M-estimation: a general matching approach
    Anton Flossmann
    Empirical Economics, 2010, 38 : 85 - 117
  • [45] Accounting for missing data in M-estimation: a general matching approach
    Flossmann, Anton
    EMPIRICAL ECONOMICS, 2010, 38 (01) : 85 - 117
  • [46] Bicluster Analysis of Heterogeneous Panel Data via M-Estimation
    Cui, Weijie
    Li, Yong
    MATHEMATICS, 2023, 11 (10)
  • [47] M-estimation, convexity and quantiles
    Koltchinskii, VI
    ANNALS OF STATISTICS, 1997, 25 (02): : 435 - 477
  • [48] ON THE ASYMPTOTICS OF CONSTRAINED M-ESTIMATION
    GEYER, CJ
    ANNALS OF STATISTICS, 1994, 22 (04): : 1993 - 2010
  • [49] M-estimation of wavelet variance
    Mondal, Debashis
    Percival, Donald B.
    ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2012, 64 (01) : 27 - 53
  • [50] LOCAL M-ESTIMATION FOR CONDITIONAL VARIANCE FUNCTION WITH DEPENDENT DATA
    Wang, Yunyan
    Tang, Mingtian
    ROCKY MOUNTAIN JOURNAL OF MATHEMATICS, 2016, 46 (01) : 333 - 356