Open Access
2024 Asymptotic theory for explosive fractional Ornstein-Uhlenbeck processes
Hui Jiang, Yajuan Pan, Weilin Xiao, Qingshan Yang, Jun Yu
Author Affiliations +
Electron. J. Statist. 18(2): 3931-3974 (2024). DOI: 10.1214/24-EJS2293

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

Download 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

Information

Received: 1 May 2023; Published: 2024
First available in Project Euclid: 18 October 2024

Digital Object Identifier: 10.1214/24-EJS2293

Subjects:
Primary: 62N02
Secondary: 60F10 , 60G22

Keywords: anti-persistency , double asymptotics , explosive process , Hurst parameter , in-fill asymptotics , long memory

Vol.18 • No. 2 • 2024
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