Estimating equations based on eigenfunctions for a discretely observed diffusion process

被引:105
作者
Kessler, M
Sorensen, M
机构
[1] Univ Murcia, Dept Matemat Aplicada, Cartagena 30203, Spain
[2] Univ Copenhagen, Dept Theoret Stat, DK-2100 Copenhagen O, Denmark
关键词
generator; optimal estimating function; quasilikelihood; stochastic differential equation;
D O I
10.2307/3318437
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
A new type of martingale estimating function is proposed for inference about classes of diffusion processes based on discrete-time observations. These estimating functions can be tailored to a particular class of diffusion processes by utilizing a martingale property of the eigenfunctions of the generators of the diffusions. Optimal estimating functions in the sense of Godambe and Heyde are found. Inference based on these is invariant under transformations of data. A result on consistency and asymptotic normality of the estimators is given for ergodic diffusions. The theory is illustrated by several examples and by a simulation study.
引用
收藏
页码:299 / 314
页数:16
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