PARAMETER ESTIMATION FOR ROUGH DIFFERENTIAL EQUATIONS

Citation
Anastasia Papavasiliou et Christophe Ladroue, PARAMETER ESTIMATION FOR ROUGH DIFFERENTIAL EQUATIONS, Annals of statistics , 39(4), 2011, pp. 2047-2073
Journal title
ISSN journal
00905364
Volume
39
Issue
4
Year of publication
2011
Pages
2047 - 2073
Database
ACNP
SICI code
Abstract
We construct the "expected signature matching" estimator for differential equations driven by rough paths and we prove its consistency and asymptotic normality. We use it to estimate parameters of a diffusion and a fractional diffusions, that is, a differential equation driven by fractional Brownian motion.