Robust nonparametric estimation for functional data

被引:32
|
作者
Crambesa, C. [1 ]
Delsol, L. [2 ]
Laksaci, A. [3 ]
机构
[1] Univ Montpellier 2, Montpellier, France
[2] Univ Toulouse 3, F-31062 Toulouse, France
[3] Univ Djillali Liabes Sidi Bel Abbes, Sidi Bel Abbes, Algeria
关键词
functional data; robust statistics; nonparametric estimation; L-q errors;
D O I
10.1080/10485250802331524
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
Robust estimation provides an alternative approach to classical methods, for instance, when the data are affected by the presence of outliers. Recently, these robust estimators have been considered for models with functional data. In this paper, we focus on asymptotic properties of a conditional nonparametric estimation of a real-valued variable with a functional covariate. We present results dealing with L-q errors of these estimators. Then, our estimation procedure is evaluated by means of some applications to real data sets.
引用
收藏
页码:573 / 598
页数:26
相关论文
共 50 条
  • [1] Robust nonparametric estimation for functional data
    Crambes, Christophe
    Delsol, Laurent
    Laksaci, Ali
    FUNCTIONAL AND OPERATORIAL STATISTICS, 2008, : 109 - +
  • [2] Robust nonparametric estimation with missing data
    Boente, Graciela
    Gonzalez-Manteiga, Wenceslao
    Perez-Gonzalez, Ana
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2009, 139 (02) : 571 - 592
  • [3] On robust nonparametric regression estimation for a functional regressor
    Azzedine, Nadjia
    Laksaci, Ali
    Ould-Saied, Elias
    STATISTICS & PROBABILITY LETTERS, 2008, 78 (18) : 3216 - 3221
  • [4] Robust Nonparametric Estimation for Functional Spatial Regression
    Attouch, Mohammed K.
    Gheriballah, Abdelkader
    Laksaci, Ali
    RECENT ADVANCES IN FUNCTIONAL DATA ANALYSIS AND RELATED TOPICS, 2011, : 27 - 31
  • [5] Nonparametric robust regression estimation for censored data
    Mohamed Lemdani
    Elias Ould Saïd
    Statistical Papers, 2017, 58 : 505 - 525
  • [6] Nonparametric robust regression estimation for censored data
    Lemdani, Mohamed
    Said, Elias Ould
    STATISTICAL PAPERS, 2017, 58 (02) : 505 - 525
  • [7] NONPARAMETRIC ESTIMATION FOR FUNCTIONAL DATA BY WAVELET THRESHOLDING
    Chesneau, Christophe
    Kachour, Maher
    Maillot, Bertrand
    REVSTAT-STATISTICAL JOURNAL, 2013, 11 (02) : 211 - 230
  • [8] Robust nonparametric estimation of the intensity function of point data
    Carlo Grillenzoni
    AStA Advances in Statistical Analysis, 2008, 92
  • [9] Robust nonparametric estimation of the intensity function of point data
    Grillenzoni, Carlo
    ASTA-ADVANCES IN STATISTICAL ANALYSIS, 2008, 92 (02) : 117 - 134
  • [10] Multiply robust estimation in nonparametric regression with missing data
    Sun, Yilun
    Wang, Lu
    Han, Peisong
    JOURNAL OF NONPARAMETRIC STATISTICS, 2020, 32 (01) : 73 - 92