Abstract
We deal with the least squares estimator for the drift parameters of an Ornstein-Uhlenbeck process with periodic mean function driven by fractional Lévy process. For this estimator, we obtain consistency and the asymptotic distribution. Compared with fractional Ornstein-Uhlenbeck and Ornstein-Uhlenbeck driven by Lévy process, they can be regarded both as a Lévy generalization of fractional Brownian motion and a fractional generalization of Lévy process.
Similar content being viewed by others
References
Bajja S, Es-Sebaiy K, Viitasaari L. Least squares estimator of fractional Ornstein Uhlenbeck processes with periodic mean. J Korean Statist Soc, 2017, 46: 608–622
Benassi A, Cohen S, Istas J. Identification and properties of real harmonizable fractional Lévy motions. Bernoulli, 2002, 8: 97–115
Benassi A, Cohen S, Istas J. On roughness indices for fractional fields. Bernoulli, 2004, 10: 357–373
Bender C, Knobloch R, Oberacker P. Maximal inequalities for fractional Lévy and related processes. Stoch Anal Appl, 2015, 33: 701–714
Bender C, Lindner A, Schicks M. Finite variation of fractional Lévy processes. J Theoret Probab, 2002, 25: 594–612
Bercu B, Proïa F, Savy N. On Ornstein-Uhlenbeck driven by Ornstein-Uhlenbeck processes. Statist Probab Lett, 2014, 85: 36–44
Brockwell P J, Davis R A, Yang Y. Estimation for non-negative Lévy-driven Ornstein-Uhlenbeck processes. J Appl Probab, 2007, 44: 977–989
Brouste A, Iacus S M. Parameter estimation for the discretely observed fractional Ornstein-Uhlenbeck process and the Yuima R package. Comput Statist, 2013, 28: 1529–1547
Cheridito P, Kawaguchi H, Maejima M. Fractional Ornstein-Uhlenbeck processes. Electron J Probab, 2003, 8: 1–14
Dasgupta A, Kallianpur G. Multiple fractional integrals. Probab Theory Related Fields, 1999, 115: 505–525
Dehling H, Franke B, Woerner J H C. Estimating drift parameters in a fractional Ornstein Uhlenbeck process with periodic mean. Stat Inference Stoch Process, 2017, 20: 1–14
Engelke S, Woerner J H C. A unifying approach to fractional Lévy processes. Stoch Dyn, 2013, 13: 1250017 (19 pp)
Es-Sebaiy K, Viens F. Parameter estimation for SDEs related to stationary Gaussian processes. arXiv: 1501.04970
Fink H, Klüppelberg C. Fractional Lévy-driven Ornstein-Uhlenbeck processes and stochastic differential equations. Bernoulli, 2011, 17: 484–506
Franke B, Kott T. Parameter estimation for the drift of a time-inhomogeneous jump diffusion process. Stat Neerl, 2013, 67: 145–168
Hu Y, Nualart D. Parameter estimation for fractional Ornstein-Uhlenbeck processes. Statist Probab Lett, 2010, 80: 1030–1038
Hu Y, Nualart D, Zhou H. Drift parameter estimation for nonlinear stochastic differential equations driven by fractional Brownian motion. Stochastics, 2019, 91: 1067–1091
Jiang H, Dong X. Parameter estimation for the non-stationary Ornstein-Uhlenbeck process with linear drift. Statist Papers, 2015, 56: 257–268
Kleptsyna M, Le Breton A. Statistical analysis of the fractional Ornstein-Uhlenbeck type process. Stat Inference Stoch Process, 2002, 5: 229–248
Lacaux C. Real harmonizable multifractional Lévy motions. Ann Inst Henri Poincaré Probab Stat, 2004, 40: 259–277
Lin Z, Cheng Z. Existence and joint continuity of local time of multiparameter fractional Lévy processes. Appl Math Mech (English Ed), 2009, 30: 381–390
Long H. Least squares estimator for discretely observed Ornstein-Uhlenbeck processes with small Lévy noises. Statist Probab Lett, 2009, 79: 2076–2085
Long H, Ma C, Shimizu Y. Least squares estimators for stochastic differential equations driven by small Lévy noises. Stochastic Process Appl, 2017, 127: 1475–1495
Long H, Shimizu Y, Sun W. Least squares estimators for discretely observed stochastic processes driven by small Lévy noises. J Multivariate Anal, 2013, 116: 422–439
Ma C. A note on “Least squares estimator for discretely observed Ornstein-Uhlenbeck processes with small Lévy noises.” Statist Probab Lett, 2010, 80: 1528–1531
Ma C, Yang X. Small noise fluctuations of the CIR model driven by α-stable noises. Statist Probab Lett, 2014, 94: 1–11
Mandelbrot B B, Van Ness J W. Fractional Brownian motions, fractional noises and applications. SIAM Rev, 1968, 10: 422–437
Mao X, Yuan C. Stochastic Differential Equations with Markovian Switching. London: Imperial College Press, 2006
Marquardt T. Fractional Lévy processes with an application to long memory moving average processes. Bernoulli, 2006, 12: 1009–1126
Onsy B E, Es-Sebaiy K, Viens F. Parameter estimation for a partially observed Ornstein-Uhlenbeck process with long-memory noise. Stochastics, 2017, 89: 431–468
Samorodnitsky G, Taqqu M. Stable Non-Gaussian Random Processes: Stochastic Models with Infinite Varice. New York: Champman & Hall, 1994
Sato K. Lévy processes and infinitely divisible distributions. Cambridge: Cambridge Univ Press, 1999
Shen G, Li Y, Gao Z. Parameter estimation for Ornstein-Uhlenbeck processes driven by fractional Lévy process. J Inequal Appl, 2018, 356: 1–14
Shen G, Yu Q. Least squares estimator for Ornstein-Uhlenbeck processes driven by fractional Lévy processes from discrete observations. Statist Papers, https://doi.org/10.1007/s00362-017-0918-4
Tikanmäki H, Mishura Y. Fractional Lévy processes as a result of compact interval integral transformation. Stoch Anal Appl, 2011, 29: 1081–1101
Xiao W, Zhang W, Xu W. Parameter estimation for fractional Ornstein-Uhlenbeck processes at discrete observation. Appl Math Model, 2011, 35: 4196–4207
Acknowledgements
Guangjun Shen was supported by the Distinguished Young Scholars Foundation of Anhui Province (1608085J06), the Top Talent Project of University Discipline (speciality) (Grant No. gxbjZD03), and the National Natural Science Foundation of China (Grant No. 11901005). Qian Yu was supported by the ECNU Academic Innovation Promotion Program for Excellent Doctoral Students (YBNLTS2019-010) and the Scientific Research Innovation Program for Doctoral Students in Faculty of Economics and Management (2018FEM-BCKYB014).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Shen, G., Yu, Q. & Li, Y. Least squares estimator of Ornstein-Uhlenbeck processes driven by fractional Lévy processes with periodic mean. Front. Math. China 14, 1281–1302 (2019). https://doi.org/10.1007/s11464-019-0801-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11464-019-0801-9