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半变系数模型的M估计 被引量:3
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作者 富伯亭 郑刘锁 《工程数学学报》 CSCD 北大核心 2009年第4期609-617,共9页
本文讨论半变系数模型的稳健M估计。先用局部线性方法给出未知可测函数的一步估计,并讨论其弱一致性和渐近正态性;通过Back-fitting技巧,给出未知参数向量的一般M估计,然后再通过局部M方法给出未知函数的两步估计,并讨论它们的渐近正态性。
关键词 半变系数模型 M估计 back-fitting技巧 局部线性方法 渐近正态性
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EFFICIENT ESTIMATION OF FUNCTIONAL-COEFFICIENT REGRESSION MODELS WITH DIFFERENT SMOOTHING VARIABLES 被引量:5
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作者 张日权 李国英 《Acta Mathematica Scientia》 SCIE CSCD 2008年第4期989-997,共9页
In this article,a procedure for estimating the coefficient functions on the functional-coefficient regression models with different smoothing variables in different coefficient functions is defined.First step,by the l... In this article,a procedure for estimating the coefficient functions on the functional-coefficient regression models with different smoothing variables in different coefficient functions is defined.First step,by the local linear technique and the averaged method,the initial estimates of the coefficient functions are given.Second step,based on the initial estimates,the efficient estimates of the coefficient functions are proposed by a one-step back-fitting procedure.The efficient estimators share the same asymptotic normalities as the local linear estimators for the functional-coefficient models with a single smoothing variable in different functions.Two simulated examples show that the procedure is effective. 展开更多
关键词 Asymptotic normality averaged method different smoothing variables functional-coefficient regression models local linear method one-step back-fitting procedure
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