α-稳定过程驱动的线性自排斥扩散过程的渐近行为和参数估计
Asymptotic Behavior and Parameter Estimation of the Linear Self-Repelling Diffusion Driven by α-Stable Motion
摘要: 为一维-稳定模型且。本文主要研究如下线性自排斥扩散的长时间行为和参数估计:,其中是两个未知参数且。当t趋于无穷大时,对任意,我们有几乎处处成立,其中。在连续观测条件下,建立的最小二乘估计讨论其相合性与渐近分布。
Abstract: Let be an -stable motion of one-dimension with . In this paper, we consider large time behaviors and parameter estimation of the linear self-repelling diffusion of the forms where and are two unknown parameters. When and t tends to infinity, we show that the convergence and hold almost surely for all , where . The least squares estimates of and are established to discuss their coincidence and asymptotic distributions under continuous observation conditions.
文章引用:冯甜, 闫理坦. 由α-稳定过程驱动的线性自排斥扩散过程的渐近行为和参数估计[J]. 统计学与应用, 2024, 13(2): 445-452. https://doi.org/10.12677/sa.2024.132044

参考文献

[1] Cranston, M. and Le Jan, Y. (1995) Self-Attracting Diffusion: Two Case Studies. Mathematische Annalen, 303, 87-93. [Google Scholar] [CrossRef
[2] Durrett, R. and Rogers, L.C.G. (1991) Asymptotic Behavior of Brownian Polymer. Probability Theory and Related Fields, 92, 337-349. [Google Scholar] [CrossRef
[3] Pemantle, R. (1988) Phase Transition in Reinforced Random Walk and RWWE on Trees. Annals of Probability, 16, 1229-1241. [Google Scholar] [CrossRef
[4] Benaïm, M., Ciotir, I. and Gauthier, C.-E. (2015) Self-Repelling Diffusions via an Infinite Dimensional Approach. Stochastic Partial Differential Equations: Analysis and Computations, 3, 506-530. [Google Scholar] [CrossRef
[5] Cranston, M. and Mountford, T.S. (1996) The Strong Law of Large Numbers for a Brownian Polymer. Annals of Probability, 24, 1300-1323. [Google Scholar] [CrossRef
[6] Gauthier, C.-E. (2016) Self Attracting Diffusions on a Sphere and Application to a Periodic Case. Electronic Communications in Probability, 21, 1-12. [Google Scholar] [CrossRef
[7] Herrmann, S. and Scheutzow, M. (2004) Rate of Convergence of Some Self-Attracting Diffusions. Stochastic Processes and Their Applications, 111, 41-55. [Google Scholar] [CrossRef
[8] Mountford, T. and Tarrés, P. (2008) An Asymptotic Result for Brownian Polymers. Annales de lInstitut Henri Poincaré, Probabilités et Statistiques, 44, 29-46. [Google Scholar] [CrossRef
[9] Sun X. and Yan, L. (2020) A Convergence on the Linear Self-Interacting Diffusion Driven by α-Stable Motion. Stochastics, 93, 1186-1208. [Google Scholar] [CrossRef
[10] Rosinski, J. and Woyczynski, W.A. (1986) On Itô Stochastic Integration with Respect to P-Stable Motion: Inner Clock, Integrability of Sample Paths, Double and Multiple Integrals. Annals of Probability, 14, 271-286. [Google Scholar] [CrossRef