宠辱不惊淡看庭前花开花谢, 去留 ...分享 http://blog.sciencenet.cn/u/zhangshibin 专业: 概率论与数理统计 研究方向: 时空数据统计分析,包括随机过程统计、时间序列分析、空间统计、统计计算、贝叶斯统计等

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New work: A LSE for O-U processes driven by stable motions

已有 6077 次阅读 2012-4-19 09:35 |个人分类:学术成果|系统分类:论文交流

Mathematics and Statistics
A least squares estimator for discretely observed Ornstein–Uhlenbeck processes driven by symmetric α-stable motions

Shibin Zhang and Xinsheng Zhang

Abstract

We study the problem of parameter estimation for Ornstein–Uhlenbeck processes driven by symmetric α-stable motions, based on discrete observations. A least squares estimator is obtained by minimizing a contrast function based on the integral form of the process. Let h be the length of time interval between two consecutive observations. For both the case of fixed h and that of h → 0, consistencies and asymptotic distributions of the estimator are derived. Moreover, for both of the cases of h, the estimator has a higher order of convergence for the Ornstein–Uhlenbeck process driven by non-Gaussian α-stable motions (0 < α < 2) than for the process driven by the classical Gaussian case (α = 2).

Keywords Stable law – Ornstein–Uhlenbeck – Parametric estimation – Consistency – Asymptotic distribution – Least squares method

http://www.springerlink.com/content/x1w02357077733v0/



https://blog.sciencenet.cn/blog-116301-561077.html

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