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指数族非线性模型MLE的渐近性质
引用本文:朱仲义.指数族非线性模型MLE的渐近性质[J].东南大学学报(自然科学版),1995,25(6):36-42.
作者姓名:朱仲义
作者单位:河海大学机械学院
摘    要:指数族非线性模型包括施工常见的模型,诸如线性与非线性回归模型、广义线性模型等。Fahrmeir和Kaufmann等研究了广义线性模型MLE的渐近性质,本文在类似于他们的正则条件下,证明了指数族非线性模型MLE的存在性、弱相合性、强相合性及渐近正态性。从而进一步推广和发展了他们的结果。

关 键 词:极大似然估计  渐近正态性  指数族  非线性模型

Asymptotics of MLE in Exponential Family Nonlinear Models
Zhu Zhongyi.Asymptotics of MLE in Exponential Family Nonlinear Models[J].Journal of Southeast University(Natural Science Edition),1995,25(6):36-42.
Authors:Zhu Zhongyi
Abstract:The exponential family nonlinear models include many popular models,for example,lin-ear and nonlinear regression models,generalized linear models,Fahrmeir and Kaufmann(1985)havestudied asymptotic properties of MLE in generalized linear models.Under reqularity conditions,whichare similar to them,the existency,the weakly and strong consistency are proved,asymptotic normali-ty of the MLE and many results in literatu res are extended to exponential family nonlinear models.
Keywords:maximum likelihood extimators  consistency  asymptotic normality/ Fisher matrix  ex-ponential family nonlinear models  
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