Moment estimators for parameters of levy-driven ornstein-uhlenbeck processes

被引:1
|
作者
Wu, Yanfeng [1 ]
Hu, Jianqiang [2 ]
Yang, Xiangyu [2 ]
机构
[1] Jiangxi Univ Finance & Econ, Sch Finance, Nanchang, Jiangxi, Peoples R China
[2] Fudan Univ, Dept Management Sci, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
Ornstein-Uhlenbeck process; Levy process; method of moments; parameter estimation; LEAST-SQUARES ESTIMATOR; MODELS;
D O I
10.1111/jtsa.12630
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We consider the problem of parameter estimation for Ornstein-Uhlenbeck (OU) processes driven by general Levy processes. We derive our estimators based on the method of moments and establish a joint central limit theorem for these estimators with explicit formulae for their asymptotic covariance matrix. Numerical experiments are also provided to show that not only our estimators are easy to implement but they are also highly efficient. Our work offers a simple and efficient method to estimate the parameters in Levy-driven OU processes.
引用
收藏
页码:610 / 639
页数:30
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