Local Least Product Relative Error Estimation for Varying Coefficient Multiplicative Regression Model

被引:2
|
作者
Da-hai HU [1 ]
机构
[1] School of Management,University of Science and Technology of China
关键词
varying coefficient model; multiplicative regression model; relative error; kernel smoothing;
D O I
暂无
中图分类号
O212.1 [一般数理统计];
学科分类号
摘要
In this article, we consider the varying coefficient multiplicative regression model, which is very useful to model the positive response. The criterion of least product relative error(LPRE) is extended to the varying coefficient multiplicative regression model by kernel smoothing techniques. Consistency and asymptotic normality of the proposed estimator are established. Some numerical simulations are carried out to assess the performance of the proposed estimator. As an illustration, the ethanol data is analyzed.
引用
收藏
页码:274 / 286
页数:13
相关论文
共 50 条
  • [41] Empirical likelihood for least absolute relative error regression
    Li, Zhouping
    Lin, Yuanyuan
    Zhou, Guoliang
    Zhou, Wang
    TEST, 2014, 23 (01) : 86 - 99
  • [42] Empirical likelihood for least absolute relative error regression
    Zhouping Li
    Yuanyuan Lin
    Guoliang Zhou
    Wang Zhou
    TEST, 2014, 23 : 86 - 99
  • [43] Bayesian Analysis of Least Absolute Relative Error Regression
    Tsionas, Efthymios G.
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2014, 43 (23) : 4988 - 4997
  • [44] Efficient estimation in varying coefficient regression models
    Huo, Junfeng
    Zhou, Xiuqing
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2023, 93 (13) : 2297 - 2320
  • [45] Efficient estimation for varying coefficient modal regression
    Ruonan Cheng
    Xiuqing Zhou
    Statistics and Computing, 2025, 35 (3)
  • [46] Estimation of varying coefficient models with measurement error
    Dong, Hao
    Otsu, Taisuke
    Taylor, Luke
    JOURNAL OF ECONOMETRICS, 2022, 230 (02) : 388 - 415
  • [47] HIGH DIMENSIONAL STATISTICS: QUADRATIC ERROR IN THE LOCAL LINEAR ESTIMATION OF THE RELATIVE REGRESSION
    Bouanani, Oussama
    Rachdi, Mustapha
    Rahmani, Saadia
    BULLETIN OF THE INSTITUTE OF MATHEMATICS ACADEMIA SINICA NEW SERIES, 2022, 17 (02): : 235 - 248
  • [48] Least squares adjustment and accuracy estimation in multiplicative error models
    Shi, Yun
    Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2014, 49 (05): : 799 - 803
  • [49] Quantile regression for varying coefficient spatial error models
    Dai, Xiaowen
    Li, Erqian
    Tian, Maozai
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2021, 50 (10) : 2382 - 2397
  • [50] Efficient estimation of a varying-coefficient partially linear binary regression model
    Tao Hu
    Heng Jian Cui
    Acta Mathematica Sinica, English Series, 2010, 26 : 2179 - 2190