Discretely observed diffusions: Approximation of the continuous-time scorefunction

Authors
Citation
H. Sorensen, Discretely observed diffusions: Approximation of the continuous-time scorefunction, SC J STAT, 28(1), 2001, pp. 113-121
Citations number
14
Categorie Soggetti
Mathematics
Journal title
SCANDINAVIAN JOURNAL OF STATISTICS
ISSN journal
03036898 → ACNP
Volume
28
Issue
1
Year of publication
2001
Pages
113 - 121
Database
ISI
SICI code
0303-6898(200103)28:1<113:DODAOT>2.0.ZU;2-7
Abstract
We discuss parameter estimation for discretely observed, ergodic diffusion processes where the diffusion coefficient does not depend on the parameter. We propose using an approximation of the continuous-time score function as an estimating function. The estimating function can be expressed in simple terms through the drift and the diffusion coefficient and is thus easy to calculate. Simulation studies show that the method performs well.