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Asymptotic theory for explosive fractional Ornstein-Uhlenbeck processes
Jiang, Hui1; Pan, Yajuan1; Xiao, Weilin2; Yang, Qingshan3; Yu, Jun4
2024-10
Source PublicationElectronic Journal of Statistics
ISSN1935-7524
Volume18Issue:2Pages:3931-3974
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.

KeywordExplosive Process Hurst Parameter Anti-persistency Double Asymptotics In-fill Asymptotics Long Memory
DOI10.1214/24-EJS2293
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaMathematics
WOS SubjectStatistics & Probability
WOS IDWOS:001337021100001
PublisherINST MATHEMATICAL STATISTICS-IMS, 3163 SOMERSET DR, CLEVELAND, OH 44122
Scopus ID2-s2.0-85208175121
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Citation statistics
Document TypeJournal article
CollectionFaculty of Business Administration
Corresponding AuthorJiang, Hui
Affiliation1.School of Mathematics, Nanjing University of Aeronautics and Astronautics, Nanjing, 211106, China
2.School of Management, Zhejiang University, Hangzhou, 310058, China
3.KLAS, Key Laboratory of Big Data Analysis of Jilin Province, School of Mathematics and Statistics, Northeast Normal University, Changchun, 130024, China
4.Faculty of Business Administration, University of Macau, Macao
Recommended Citation
GB/T 7714
Jiang, Hui,Pan, Yajuan,Xiao, Weilin,et al. Asymptotic theory for explosive fractional Ornstein-Uhlenbeck processes[J]. Electronic Journal of Statistics, 2024, 18(2), 3931-3974.
APA Jiang, Hui., Pan, Yajuan., Xiao, Weilin., Yang, Qingshan., & Yu, Jun (2024). Asymptotic theory for explosive fractional Ornstein-Uhlenbeck processes. Electronic Journal of Statistics, 18(2), 3931-3974.
MLA Jiang, Hui,et al."Asymptotic theory for explosive fractional Ornstein-Uhlenbeck processes".Electronic Journal of Statistics 18.2(2024):3931-3974.
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