RANDOM DESIGN KERNEL REGRESSION ESTIMATOR

被引:0
|
作者
Deshpande, Bhargavi [1 ]
Bhat, Sharada, V [1 ]
机构
[1] Karnatak Univ, Dept Stat, Dharwad 580003, Karnataka, India
关键词
Regression estimator; Random design; Mean integrated square error (MESE); Relative efficiency (RE); Adaptive Nadaraya-Watson (NW) estimator; Kernel function;
D O I
暂无
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Nonparametric regression is a useful data analytic tool. Some kernel regression estimators are established for both fixed and random designs. In this paper, we study a varying kernel regression estimator based on half range for random design and its properties. The performance of the estimator with respect to some other estimators is obtained in terms of relative efficiency. The application of estimator is illustrated through a real data.
引用
收藏
页码:11 / 17
页数:7
相关论文
共 50 条
  • [41] Nonparametric estimation of regression level sets using kernel plug-in estimator
    T. Laloë
    R. Servien
    Journal of the Korean Statistical Society, 2013, 42 : 301 - 311
  • [42] Strong consistency of non parametric kernel regression estimator for strong mixing samples
    Yang, Xiutao
    Yang, Shanchao
    Yang, Xin
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2017, 46 (21) : 10537 - 10548
  • [43] On the Nadaraya-Watson kernel regression estimator for irregularly spaced spatial data
    El Machkouri, Mohamed
    Fan, Xiequan
    Reding, Lucas
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2020, 205 : 92 - 114
  • [44] The consistency and asymptotic normality of the kernel type expectile regression estimator for functional data
    Mohammedi, Mustapha
    Bouzebda, Salim
    Laksaci, Ali
    JOURNAL OF MULTIVARIATE ANALYSIS, 2021, 181
  • [45] Robust kernel regression estimator of the scale parameter for functional ergodic data with applications
    Almanjahie, Ibrahim M.
    Attouch, Mohammed Kadi
    Fetitah, Omar
    Louhab, Hayat
    CHILEAN JOURNAL OF STATISTICS, 2020, 11 (02): : 73 - 93
  • [46] On the Comparison of Fuzzy Kernel Regression Estimator and Fuzzy Radial Basis Function Networks
    Pehlivan, Nimet Yapici
    Apaydin, Aysen
    GAZI UNIVERSITY JOURNAL OF SCIENCE, 2008, 21 (03): : 87 - 95
  • [47] Aero engine thrust estimator design based on kernel method
    Liu, Yi-Nan
    Zhang, Sheng-Xiu
    Zhang, Chao
    Tuijin Jishu/Journal of Propulsion Technology, 2013, 34 (06): : 829 - 835
  • [48] A law of the iterated logarithm for kernel density estimator under random censorship and truncation
    Tse, Sze Man
    ACTA SCIENTIARUM MATHEMATICARUM, 2008, 74 (1-2): : 399 - 412
  • [49] Fixed Budget Kernel LMS based Estimator using Random Fourier Features
    Ramesh, Aditya
    Singh, Uday Kumar
    Mitra, Rangeet
    Bhatia, Vimal
    MishraT, Amit Kumar
    2020 IEEE RADAR CONFERENCE (RADARCONF20), 2020,
  • [50] ESTIMATING THE CONDITIONAL VARIANCE OF A DESIGN CONSISTENT REGRESSION ESTIMATOR
    KOTT, PS
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1990, 24 (03) : 287 - 296