ASYMPTOTIC EQUIVALENCE OF NONPARAMETRIC DIFFUSION AND EULER SCHEME EXPERIMENTS

Citation
Valentine Genon-catalot et Catherine Larédo, ASYMPTOTIC EQUIVALENCE OF NONPARAMETRIC DIFFUSION AND EULER SCHEME EXPERIMENTS, Annals of statistics , 42(3), 2014, pp. 1145-1165
Journal title
ISSN journal
00905364
Volume
42
Issue
3
Year of publication
2014
Pages
1145 - 1165
Database
ACNP
SICI code
Abstract
We prove a global asymptotic equivalence of experiments in the sense of Le Cam's theory. The experiments are a continuously observed diffusion with nonparametric drift and its Euler scheme. We focus on diffusions with nonconstant-known diffusion coefficient. The asymptotic equivalence is proved by constructing explicit equivalence mappings based on random time changes. The equivalence of the discretized observation of the diffusion and the corresponding Euler scheme experiment is then derived. The impact of these equivalence results is that it justifies the use of the Euler scheme instead of the discretized diffusion process for inference purposes.