Least-square estimation for regression on random designs for absolutely regular observations

被引:0
|
作者
Viennet, G [1 ]
机构
[1] Univ Paris 07, UFR Math, Dept Math, F-75251 Paris 5, France
关键词
absolute regularity; least-square regression; minimum contrast estimation; sieves; non-parametric estimation; strictly stationary sequences;
D O I
10.1016/S0167-7152(98)00221-1
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 rates of convergence of least-square estimator on sieves for regression under various weak dependency assumptions. We provide a control in probability for the rate of convergence and we show how to construct estimators of a smooth regression function at a rate which is known to be optimal in the independent and identically distributed case. (C) 1999 Published by Elsevier Science B.V. All rights reserved.
引用
收藏
页码:13 / 23
页数:11
相关论文
共 50 条
  • [1] Least-square estimators in linear regression models under negatively superadditive dependent random observations
    Bertin, Karine
    Torres, Soledad
    Viitasaari, Lauri
    [J]. STATISTICS, 2021, 55 (05) : 1018 - 1034
  • [2] RANDOM LEAST-SQUARE ANALYSIS
    DOWDEE, JW
    SOONG, TT
    [J]. SIAM REVIEW, 1973, 15 (01) : 251 - +
  • [3] RANDOM LEAST-SQUARE ANALYSIS
    DOWDEE, JW
    SOONG, TT
    [J]. JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 1974, 46 (02) : 447 - 462
  • [4] GENERALIZATION OF LEAST-SQUARE ISOTONIC REGRESSION
    QIAN, SX
    [J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1994, 38 (03) : 389 - 397
  • [5] STABILITY, LEAST-SQUARE ESTIMATION AND INNERS
    BERKHOUT, AJ
    JURY, EI
    HUMES, AF
    [J]. AUTOMATICA, 1977, 13 (03) : 317 - 318
  • [6] Learning rates of least-square regularized regression
    Wu, Qiang
    Ying, Yiming
    Zhou, Ding-Xuan
    [J]. FOUNDATIONS OF COMPUTATIONAL MATHEMATICS, 2006, 6 (02) : 171 - 192
  • [7] Learning Rates of Least-Square Regularized Regression
    Qiang Wu
    Yiming Ying
    Ding-Xuan Zhou
    [J]. Foundations of Computational Mathematics, 2006, 6 : 171 - 192
  • [8] ESTIMATION QUALITY OF A WEIGHTED LEAST-SQUARE PARAMETER ESTIMATION METHOD BASED ON BINARY OBSERVATIONS
    Juillard, Jerome
    Jafari, Kian
    Colinet, Eric
    [J]. 18TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO-2010), 2010, : 1043 - 1047
  • [9] LEAST-SQUARE REGRESSION WITH MULTINOMIALS OF RESTRICTED AMPLITUDES
    COLDWELL, RL
    POKRANT, MA
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 1976, 20 (03) : 365 - 371
  • [10] Estimation of the depth of anesthesia by using a multioutput least-square support vector regression
    Jahanseir, Mercedeh
    Setarehdan, Seyed Kamaledin
    Momenzadeh, Sirous
    [J]. TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2018, 26 (06) : 2792 - 2801