Least squares estimators for stochastic differential equations driven by small Levy noises

被引:31
作者
Long, Hongwei [1 ]
Ma, Chunhua [2 ,3 ]
Shimizu, Yasutaka [4 ]
机构
[1] Florida Atlantic Univ, Dept Math Sci, Boca Raton, FL 33431 USA
[2] Nankai Univ, Sch Math Sci, Tianjin 300071, Peoples R China
[3] Nankai Univ, LPMC, Tianjin 300071, Peoples R China
[4] Waseda Univ, Dept Appl Math, Shinjuku Ku, 3-4-1 Okubo, Tokyo 1698555, Japan
关键词
Asymptotic distribution; Consistency; Discrete observations; Least squares method; Stochastic differential equations; Parameter estimation; ORNSTEIN-UHLENBECK PROCESSES; MARTINGALE ESTIMATING FUNCTIONS; SMALL DIFFUSIONS; EXPANSIONS;
D O I
10.1016/j.spa.2016.08.006
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
We study parameter estimation for discretely observed stochastic differential equations driven by small Levy noises. We do not impose Lipschitz condition on the dispersion coefficient function a and any moment condition on the driving Levy process, which greatly enhances the applicability of our results to many practical models. Under certain regularity conditions on the drift and dispersion functions, we obtain consistency and rate of convergence of the least squares estimator (LSE) of parameter when epsilon -> 0 and n -> infinity simultaneously. We present some simulation study on a two-factor financial model driven by stable noises. (c) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:1475 / 1495
页数:21
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