Residential College | false |
Status | 已發表Published |
Consistency and asymptotics of a Poisson intensity least-squares estimator for partially observed jump-diffusion processes | |
Djouadi, Seddik M.; Maroulas, Vasileios; Pan, Xiaoyang; Xiong, Jie | |
2017-04 | |
Source Publication | STATISTICS & PROBABILITY LETTERS |
ABS Journal Level | 2 |
ISSN | 0167-7152 |
Volume | 123Pages:8-16 |
Abstract | A least-squares estimator of the intensity of a Poisson process is studied for a partially observed stochastic system, where the signal evolves as a jump diffusion process and the observation is a diffusion process. Precisely, we establish the consistency and a central limit theorem of the least-squares estimator when a negative drift coefficient for the jump diffusion process is considered. We also demonstrate that the variance and the fourth moment of the estimator are bounded but inconsistent when the drift coefficient of the jump diffusion is positive or data is collected within a fixed time horizon. (C) 2016 Elsevier B.V. All rights reserved. |
Keyword | Consistency Asymptotic Normality Jump Diffusions Least-squares Estimator Poisson Processes Partially Observed System |
DOI | 10.1016/j.spl.2016.11.017 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Mathematics |
WOS Subject | Statistics & Probability |
WOS ID | WOS:000393266200002 |
Publisher | ELSEVIER SCIENCE BV |
The Source to Article | WOS |
Scopus ID | 2-s2.0-85006835195 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | University of Macau |
Recommended Citation GB/T 7714 | Djouadi, Seddik M.,Maroulas, Vasileios,Pan, Xiaoyang,et al. Consistency and asymptotics of a Poisson intensity least-squares estimator for partially observed jump-diffusion processes[J]. STATISTICS & PROBABILITY LETTERS, 2017, 123, 8-16. |
APA | Djouadi, Seddik M.., Maroulas, Vasileios., Pan, Xiaoyang., & Xiong, Jie (2017). Consistency and asymptotics of a Poisson intensity least-squares estimator for partially observed jump-diffusion processes. STATISTICS & PROBABILITY LETTERS, 123, 8-16. |
MLA | Djouadi, Seddik M.,et al."Consistency and asymptotics of a Poisson intensity least-squares estimator for partially observed jump-diffusion processes".STATISTICS & PROBABILITY LETTERS 123(2017):8-16. |
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