Abstract
This paper proposes estimators for the parameters of an explosive fractional Ornstein-Uhlenbeck process. The asymptotic properties for the diffusion estimators are developed under the in-fill asymptotic scheme, while the asymptotic properties for the drift estimators are developed under the double asymptotic scheme for the full range of the Hurst parameter. The double asymptotic distribution of the estimator of the persistency parameter explicitly depends on the initial condition. Simulation results demonstrate the effectiveness of the proposed estimators, and the asymptotic distributions provide a good approximation in finite samples. An empirical application is presented to demonstrate the model’s usefulness and the practical value of the asymptotic theory.
Funding Statement
Hui Jiang is supported by the National Natural Science Foundation of China (No. 12471146) and Natural Science Foundation of Jiangsu Province of China (No. 20231435). Yajuan Pan is supported by Funding for Outstanding Doctoral Dissertation in NUAA (No. BCXJ23-12). Weilin Xiao is supported by the National Natural Science Foundation of China (No. 71871202), Humanities and Social Sciences of Ministry of Education Planning Fund of China (No. 23YJA630102), the Yangtze River Delta Technology Innovation Community Joint Tackling Plan (No. 2022CSJGG0800) and the National Social Science Fund of China (No. 22AZD039). Qingshan Yang is supported by the National Natural Science Foundation of China (No. 11401090, 11971097, 11971098).
Acknowledgments
We would like to express our greatest gratitude to AE and the anonymous reviewer for the careful reading and insightful comments, which surely lead to an improved presentation of this paper.
Citation
Hui Jiang. Yajuan Pan. Weilin Xiao. Qingshan Yang. Jun Yu. "Asymptotic theory for explosive fractional Ornstein-Uhlenbeck processes." Electron. J. Statist. 18 (2) 3931 - 3974, 2024. https://doi.org/10.1214/24-EJS2293
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