Mixed Sub-fractional Brownian Motion and Drift Estimation of Related Ornstein-Uhlenbeck Process

被引:4
作者
Cai, Chunhao [1 ]
Wang, Qinghua [2 ]
Xiao, Weilin [3 ]
机构
[1] Sun Yat Sen Univ, Sch Math Zhuhai, Zhuhai Campus, Zhuhai, Peoples R China
[2] Shanghai Univ Finance & Econ, Sch Math, Shanghai, Peoples R China
[3] Zhejiang Univ, Sch Management, Hangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Sub-fractional Brownian motion; Ornstein-Uhlenbeck process; Least square estimator; Malliavin calculus; PARAMETER-ESTIMATION;
D O I
10.1007/s40304-021-00245-8
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, we will first give the numerical simulation of the sub-fractional Brownian motion through the relation of fractional Brownian motion instead of its representation of random walk. In order to verify the rationality of this simulation, we propose a practical estimator associated with the LSE of the drift parameter of mixed sub-fractional Ornstein-Uhlenbeck process, and illustrate the asymptotical properties according to our method of simulation when the Hurst parameter H > 1/2.
引用
收藏
页码:229 / 255
页数:27
相关论文
共 20 条
[1]  
Biagini F, 2008, PROBAB APPL SER, P1
[2]   MIXED GAUSSIAN PROCESSES: A FILTERING APPROACH [J].
Cai, Chunhao ;
Chigansky, Pavel ;
Kleptsyna, Marina .
ANNALS OF PROBABILITY, 2016, 44 (04) :3032-3075
[3]  
Chen Y, 2017, ALEA-LAT AM J PROBAB, V14, P613
[4]  
Cheridito P, 2003, Electronic Journal of Probability, V8, P1, DOI DOI 10.1214/EJP.V8-125
[5]  
Chigansky, 2018, TEOR VEROYA PRIMEN, V63, P500
[6]   The characteristic function of rough Heston models [J].
El Euch, Omar ;
Rosenbaum, Mathieu .
MATHEMATICAL FINANCE, 2019, 29 (01) :3-38
[7]   PERFECT HEDGING IN ROUGH HESTON MODELS [J].
El Euch, Omar ;
Rosenbaum, Mathieu .
ANNALS OF APPLIED PROBABILITY, 2018, 28 (06) :3813-3856
[8]   The microstructural foundations of leverage effect and rough volatility [J].
El Euch, Omar ;
Fukasawa, Masaaki ;
Rosenbaum, Mathieu .
FINANCE AND STOCHASTICS, 2018, 22 (02) :241-280
[9]   Least squares estimator for non-ergodic Ornstein-Uhlenbeck processes driven by Gaussian processes [J].
El Machkouri, Mohamed ;
Es-Sebaiy, Khalifa ;
Ouknine, Youssef .
JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2016, 45 (03) :329-341
[10]   Volatility is rough [J].
Gatheral, Jim ;
Jaisson, Thibault ;
Rosenbaum, Mathieu .
QUANTITATIVE FINANCE, 2018, 18 (06) :933-949