稳定过程的平方过程
Square Processes of Stable Processes
摘要: 本文研究了稳定过程的平方过程的性质。基于标准对称稳定过程的性质,我们证明了稳定过程的平方过程也是一个稳定过程,并计算了稳定过程平方的尾分布;其次,我们证明了稳定过程平方的二次变差是一个非负的稳定过程;最后,我们简单介绍了对参数α进行估计的方法。
Abstract: This paper studies on the properties of square processes of stable processes. Based on the proper-ties of the classical symmetric stable processes, we prove that the square process of stable process is also a stable process and we calculate the tail distribution of it; furthermore, we prove that the quadratic variation of it tends to be a nonnegative stable process. Finally, we briefly introduce the methods to estimate the parameters in the square processes of stable processes.
文章引用:马璇, 童金英. 稳定过程的平方过程[J]. 应用数学进展, 2018, 7(1): 47-55. https://doi.org/10.12677/AAM.2018.71007

参考文献

[1] 周涛, 王嘉. α-稳定分布综述[J]. 电声技术, 2011, 35(3): 57-60.
[2] Samorodnitsky, G. and Taqqu, M. (1994) Stable Non-Gaussian Random Processes: Stochastic Models with Infinite Variance. Chapman and Hall, New York.
[3] Mittnik, S., Do-ganoglu, T. and Chenyao, D. (1999) Computing the Probability Density Function of the Stable Paretian Distribution. Mathematical and Computer Modelling, 29, 235-240.
[Google Scholar] [CrossRef
[4] Nolan, J. (1997) Numerical Calculation of Stable Densities and Distribution Functions. Communications in Statistics Stochastic Models, 13, 759-774.
[Google Scholar] [CrossRef
[5] Nolan, J. (1999) An Algorithm for Evaluating Stable Densities in Zolotarev’s Parametrization. Mathematical and Computer Modelling, 29, 229-233.
[Google Scholar] [CrossRef
[6] Duan, J. (2015) An Introduction to Stochastic Dynamics. Science Press, Beijing.
[7] Klebaner, F. (2004) Introduction to Stochastic Calculus with Application. 2nd Edition, Monash University, Melbourne.
[8] Applebaum, D. (2009) Lévy Processes and Stochastic Calculus. 2nd Edition, Cambridge University Press, Cam-bridge.
[Google Scholar] [CrossRef
[9] Brorsen, B. and Yang, S. (1990) Maximum Likelihood Estimates of Sym-metric Stable Distribution Parameters. Communication in Statistics—Simulation and Computation, 19, 1459-1464.
[Google Scholar] [CrossRef