期刊文献+

平稳遍历函数型非参数递归M估计的收敛速度

Convergence rate of nonparametric recursive M-estimation for functional stationary ergodic data
下载PDF
导出
摘要 文章基于平稳遍历函数型数据,构造非参数回归算子的递归M估计,在一定条件下建立了递归估计量的几乎完全一致收敛速度,推广了现有文献中的相关结果。 In this paper, recursive method is adopted to study recursive M -estimation of functional nonparametric regression model for functional stationary ergodic data. Under some conditions, the uniform almost complete convergence rate of regression operator estimation is established. The results generalize the relevant results in the existing literature.
作者 陈楚曦 凌能祥 凌劲 刘阳 CHEN Chuxi;LING Nengxiang;LING Jing;LIU Yang(School of Mathematics, Hefei University of Technology, Hefei 230009, China;Maintenance Branch, State Grid Anhui Electric Power Co., Ltd., Hefei 230061, China;Environmental Monitoring Central Station of Anhui Province, Hefei 230071, China)
出处 《合肥工业大学学报(自然科学版)》 CAS 北大核心 2019年第5期710-714,共5页 Journal of Hefei University of Technology:Natural Science
关键词 M估计 递归估计 遍历数据 几乎完全收敛 收敛速度 M -estimation recursive estimation ergodic data almost complete convergence convergence rate
  • 相关文献

参考文献2

二级参考文献22

  • 1Robinson R. Robust nonparametric autoregression[J]. Lecture Notes in Statistics. New York: Springer-Verlag, 1984, 26:247-255.
  • 2Boente G, Fraiman R. Nonparametric regression estimation[J]. J. Multivariate Anal., 1989, 29(2): 180-198.
  • 3Laid N, Ould-Said E. A robust nonparametric estimation of the autoregression function under an ergodic hypothesis[J]. Canad. J. Statist, 2000, 28:817-828.
  • 4Boente G, Rodriguez D. Robust estimators of high order derivatives of regression function[J]. Statist. Probab. Lett, 2006, 76: 1335-1344.
  • 5Ferraty F, Vieu P. Functional nonparametric model for time series: a fractal approach to dimension reduction[J]. TEST, 2002, 11(2): 317-344.
  • 6Ferraty F, Vieu P. Nonparametric models for function data, with applications in regression, time series prediction and curves discrimination[J]. J. of Nonparametric Statistics, 2004, 16: 111-127.
  • 7Masry E. Nonparametric regression estimation for dependent functional data: asymptotic normal- ity[J]. Stochastic Process Appl., 2005, 115(1): 155-177.
  • 8Azzedine N, Ould-Sai'bd E. On the robust nonparametric regression estimation for a function regressor[J]. Statistics Probability Letters, 2008, 78(18): 3216-3221.
  • 9Ferraty F, Vieu P. Nonparametric functional data analysis: theory and practice[M]. New York: Springer-Verlag, 2006.
  • 10Huber P. Robust statistics[M]. New York: Wiley, 1981.

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部