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具有不同光滑变量的变系数模型 被引量:2

Varying-coefficient Regression Models with Different Smoothing Variables
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摘要 本文探讨具有不同光滑变量的变系数模型的建模、估计和估计的渐近性.首先,从实际出发建立模型;然后,使用局部线性方法给出模型中未知函数的初始估计,再使用平均方法,给出它们的平均估计;进—步,给出这些平均估计的渐近正态性.两个模拟例子说明这一估计方法是有效的. In the paper, the varying-coefficient regression models with different smoothing variables in different coefficient functions are discussed. The averaged estimates of the coefficient functions are given by averaging the sample on the initial value obtained by local linear technique. Their asymptotical normalities are studied. Two simulated examples show that the procedure is effective.
出处 《应用数学学报》 CSCD 北大核心 2007年第3期444-451,共8页 Acta Mathematicae Applicatae Sinica
关键词 变系数模型 不同光滑变量 局部线性方法 平均方法 渐进正态性 asymptotic normality different smoothing variables varying-coefficient regression models averaged estimate local linear method
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参考文献12

  • 1Hastie T,Tibshirani R.Varying-coefficient Models.Royal Statistical Society,1993,55(4):757-796
  • 2Cai Z,Fan J,Yao Q.Function-coefficient Regression Models for Nonlinear Time Series.J.A.S.A.,2000,95(451):941-956
  • 3Chiang C,Rica J,Wu C.Smoothing Spline Estimation for Varying Coefficient Models with Repeately Measured Dependent Variables.J.A.S.A.,2001,96:605-619
  • 4Fan J,Zhang J.Statistica Estimation in Varying Coefficient Models.Ann.Statist.,1999,27,1491-1518
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同被引文献11

  • 1Hastie T, Tibshirani R. Varying-coefficient models. R. Statist. Soc. B, 1993, 55(4): 757-796.
  • 2Cai Z, Fan J and Yao Q. Function-coefficient regression models for nonlinear time series. Journal of the American Statistical Association, 2000, 95(451): 941-956.
  • 3Chiang C, Rica J and Wu C. Smoothing spline estimation for varying coefficient models with repeately measured dependent variables. Journal of the American Statistical Association, 2001, 96: 605-619.
  • 4Fan J, Zhang J. Statistica estimation in varying coefficient models. Ann. Statist., 1999, 27: 1491- 1518.
  • 5Fan J, Zhang J. Two-step estimation of functional linear models with applications to longitudinal data. R. Statist. Soc. B, 2000, 62: 303-322.
  • 6Hoover D R, Rice J A, Wu C O and Yang L P. Nonparametric smoothing estimates of time-varying coefficient models with longitudinal data. Biometrika, 1998, 85: 809-822.
  • 7Huang J Z, Wu C O and Zhou L. Varying-coefficient models and basis function approximations for the analysis of repeated measurements. Biometrika, 2002, 89: 111-128.
  • 8Wu C O, Chiang C and Hoover D R. Asymptotic confidence regions for kernel smoothing of a varying-coefficient model with longitudinal data. Journal of the American Statistical Association, 1993, 93: 1388-1402.
  • 9Zhang R Q, Li G Y. Efficient estimation of functional-coefficient regression models with different smoothing variables. Acta Mathematica Scientia, 2{)08, 28B(4): 989-991.
  • 10Zhang R Q, Li G Y. Averaged estimation of functional-coefficient regression models with different smoothing variables. Statistics and Probability Letters, 2007, 77: 455-461.

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