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Estimation of ergodic square-root diffusion under high-frequency sampling

Authors :
Cheng, Yuzhong
Hufnagel, Nicole
Masuda, Hiroki
Source :
Econometrics and Statistics; October 2024, Vol. 32 Issue: 1 p73-87, 15p
Publication Year :
2024

Abstract

Gaussian quasi-likelihood estimation of the parameter in the square-root diffusion process is studied under high-frequency sampling. Different from previous studies under low-frequency sampling, high-frequency of data leads to a very simple form of the asymptotic covariance matrix. Through easy-to-compute preliminary contrast functions, a practical two-stage manner without numerical optimization is formulated to conduct not only an asymptotically efficient estimation of the drift parameters but also a high-precision estimator of the diffusion parameter. Simulation experiments are given to illustrate the results.

Details

Language :
English
ISSN :
24523062
Volume :
32
Issue :
1
Database :
Supplemental Index
Journal :
Econometrics and Statistics
Publication Type :
Periodical
Accession number :
ejs59649118
Full Text :
https://doi.org/10.1016/j.ecosta.2022.05.003