ASYMPTOTIC EQUIVALENCE OF NONPARAMETRIC DIFFUSION AND EULER SCHEME EXPERIMENTS
被引:7
作者:
Genon-Catalot, Valentine
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机构:
Univ Paris 05, CNRS UMR 8145, MAP5, PRES Sorbonne Paris Cite, F-75006 Paris, FranceUniv Paris 05, CNRS UMR 8145, MAP5, PRES Sorbonne Paris Cite, F-75006 Paris, France
Genon-Catalot, Valentine
[1
]
Laredo, Catherine
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机构:
INRA, CNRS UMR 7599, MIA, F-78350 Jouy En Josas, France
INRA, CNRS UMR 7599, LPMA, F-78350 Jouy En Josas, France
Univ Paris 05, INRA, F-78350 Jouy En Josas, FranceUniv Paris 05, CNRS UMR 8145, MAP5, PRES Sorbonne Paris Cite, F-75006 Paris, France
Laredo, Catherine
[2
,3
,4
]
机构:
[1] Univ Paris 05, CNRS UMR 8145, MAP5, PRES Sorbonne Paris Cite, F-75006 Paris, France
[2] INRA, CNRS UMR 7599, MIA, F-78350 Jouy En Josas, France
[3] INRA, CNRS UMR 7599, LPMA, F-78350 Jouy En Josas, France
[4] Univ Paris 05, INRA, F-78350 Jouy En Josas, France
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.
机构:
Laboratoire LJK, Université Joseph Fourier, UMR 5224, 51, Rue des Mathématiques, Campus de Saint Martin d’Hères, BP 53, Grenoble Cedex 09Laboratoire LJK, Université Joseph Fourier, UMR 5224, 51, Rue des Mathématiques, Campus de Saint Martin d’Hères, BP 53, Grenoble Cedex 09