α-稳定模型驱动的线性自吸引扩散过程中参数的最小二乘估计
Least Squares Estimation for the Linear Self-Attracting Diffusion Driven by α-Stable Motions
摘要: 设Ma为一维a-稳定模型且1 < a < 2,本文考虑线性自吸引扩散,其中θ、v是两个实参数且θ>0。本文的主要目的是在离散观测下,建立θv的最小二乘估计并讨论其相合性与渐近分布。
Abstract: Let Ma be an α-stable motion of dimension one with . In this paper, we consider the self-attracting diffusion of the forms where θ>0 and v∈R are two unknown parameters. The main object of this paper is to study the least squares estimation of θ and ν under the discrete observation and discuss the consistency and asymptotic distributions of the two estimators.
文章引用:陈香小, 陆允生, 闫理坦. α-稳定模型驱动的线性自吸引扩散过程中参数的最小二乘估计[J]. 应用数学进展, 2021, 10(11): 3969-3982. https://doi.org/10.12677/AAM.2021.1011422

参考文献

[1] Coppersmith, D. and Diaconis, P. (1986) Random Walks with Reinforcement. Unpublished Manuscript.
[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 RWRE on Trees. Annals of Probability, 16, 1229-1241. [Google Scholar] [CrossRef
[4] Cranston, M. and Le Jan, Y. (1995) Self-Attracting Diffusions: Two Case Studies. Mathematische Annalen, 303, 87-93. [Google Scholar] [CrossRef
[5] Raimond, O. (1997) Self-Attracting Diffusions: Case of the Constant Interaction. Probability Theory and Related Fields, 107, 177-196. [Google Scholar] [CrossRef
[6] Benaïm, M., Ledoux, M. and Raimond, O. (2002) Self-Interacting Diffusions. Probability Theory and Related Fields, 122, 1-41. [Google Scholar] [CrossRef
[7] Benaïm, M. and Raimond, O. (2003) Self-Interacting Diffusions II: Convergence in Law. Annales de l’Institut Henri Poincare (B) Probability and Statistics, 39, 1043-1055. [Google Scholar] [CrossRef
[8] Benaïm, M. and Raimond, O. (2005) Self-Interacting Diffusions. III. Symmetric Interactions. Annals of Probability, 33, 1716-1759. [Google Scholar] [CrossRef
[9] Benaïm, M. and Raimond, O. (2011) Self-Interacting Diffusions IV: Rate of Convergence. Electronic Journal of Probability, 16, 1815-1843. [Google Scholar] [CrossRef
[10] 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
[11] Chambeu, S. and Kurtzmann, A. (2011) Some Particular Self-Interacting Diffusions: Ergodic Behaviour and Almost Convergence. Bernoulli, 17, 1248-1267. [Google Scholar] [CrossRef
[12] 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
[13] Herrmann, S. and Roynette, B. (2003) Boundedness and Convergence of Some Self-Attracting Diffusions. Mathematische Annalen, 325, 81-96. [Google Scholar] [CrossRef
[14] 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
[15] Mountford, T. and Tarrés, P. (2008) An Asymptotic Result for Brownian Polymers. Annales de l’Institut Henri Poincare (B) Probability and Statistics, 44, 29-46. [Google Scholar] [CrossRef
[16] Kleptsyny, V. and Kurtzmann, A. (2012) Ergodicity of Self-Attracting Motion. Electronic Journal of Probability, 17, 1-37. [Google Scholar] [CrossRef
[17] Kurtzmann, A. and Zhi, D. (2014) Convergence in Distribution of Some Self-Interacting Diffusions. Journal of Probability and Statistics, 2014, Article ID: 364321. [Google Scholar] [CrossRef
[18] Sun, X. and Yan, L. (2021) Asymptotic Behaviour on the Linear Self-Interacting Diffusion Driven by α-Stable Motion. Stochastics, 53, 1-23.
[19] Sun, X. and Yan, L. (2021) The Laws of Large Numbers Associated with the Linear Self-Attracting Diffusion Driven by Fractional Brownian Motion and Applications. Journal of Theoretical Probability. [Google Scholar] [CrossRef
[20] Gan, Y. and Yan, L. (2018) Least Squares Estimation for the Linear Self-Repelling Diffusion Driven by Fractional Brownian Motion. Science China Mathematics, 48, 1143-1158. (In Chinese) [Google Scholar] [CrossRef
[21] Hu, Y. and Long, H. (2009) Least Squares Estimator for Ornstein-Uhlenbeck Processes Driven by α-Stable Motions. Stochastic Processes and Their Applications, 119, 2465-2480. [Google Scholar] [CrossRef
[22] Janicki, A., Michna, Z. and Weron, A. (1996) Approximation of Stochastic Differential Equations Driven by α-Stable Lévy Motion. Applicationes Mathematicae, 24, 149-168. [Google Scholar] [CrossRef
[23] Samorodnitsky, G. and Taqqu, M.S. (1994) Stable Non-Gaussian Random Processes. Chapman & Hall, New York.
[24] Rosinski, J. and Woyczynski, W.A. (1986) On Itô Stochastic Integration with Respect to Ps Table Motion: Inner Clock, Integrability of Sample Paths, Double and Multiple Integrals. Annals of Probability, 14, 271-286. [Google Scholar] [CrossRef
[25] Janicki, A. and Weron, A. (1993) Simulation and Chaotic Behavior of α-Stable Stochastic Processes. CRC Press, New York.
[26] Davis, R. and Resnick, S. (1986) Limit Theory for the Sample Covariance and Correlation Functions of Moving Averages. Annals of Statistics, 14, 533-558. [Google Scholar] [CrossRef