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部分线性回归模型的M-估计 被引量:14

ROBUST M-ESTIMATES FOR THE PARTIAL LINEAR MODELS
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摘要 本文讨论部分线性回归模型的M-估计.用局部线性方法给出未知函数的M-估 计,用两步估计方法给出参数的M-估计.进一步证明了未知函数的M-估计的弱一致性 和渐近正态性,参数的M-估计的弱一致性. In the paper the robust M-estimates of the unknown function and the unknown parameter of the partial linear models are discussed. The robust M-estimate of the unknown function is proposed by local linear method, and the robust M-estimate of the unknown parameter by tow step method. The weak consistence and the asymptotic normality of the robust M-estimate of the unknown function are given, and the weak consistence of the robust M-estimate of the unknown parameter is established.
出处 《应用数学学报》 CSCD 北大核心 2005年第1期151-157,共7页 Acta Mathematicae Applicatae Sinica
基金 国家自然科学基金(10371042)资助项目.
关键词 M-估计 未知函数 线性回归模型 两步估计 渐近正态性 证明 一致性 局部 参数 方法 partial linear models M-estimate local linear method asymptotic normality consistence
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参考文献6

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同被引文献54

  • 1郭娜娜,张日权.部分线性回归模型的一步局部M-估计[J].太原理工大学学报,2008,39(S2):295-298. 被引量:1
  • 2唐庆国,王金德.变系数模型中的一步估计法[J].中国科学(A辑),2005,35(1):23-38. 被引量:12
  • 3魏传华,梅长林.半参数空间变系数回归模型的Back-Fitting估计[J].数学的实践与认识,2006,36(3):177-184. 被引量:15
  • 4吕士钦,张日权,卢准炜.半变系数模型PLS估计的渐近正态性(英文)[J].应用数学,2007,20(2):322-327. 被引量:4
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