Quasi-Likelihood Estimation for Ornstein-Uhlenbeck Diffusion Observed at Random Time Points
Serdica Mathematical Journal, Tome 31 (2005) no. 4, pp. 291-308
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In this paper, we study the quasi-likelihood estimator of the drift parameter θ in the Ornstein-Uhlenbeck diffusion process, when the
process is observed at random time points, which are assumed to be unobservable. These time points are arrival times of a Poisson process with known rate. The asymptotic properties of the quasi-likelihood estimator (QLE) of θ, as well as those of its approximations are also elucidated. An extensive simulation study of these estimators is also performed. As a corollary to this work, we obtain the quasi-likelihood estimator iteratively in the deterministic framework with non-equidistant time points.
Keywords:
Diffusion Processes, Ornstein-Uhlenbeck, Quasi-Likelihood, Poisson Arrivals
@article{SMJ2_2005_31_4_a2,
author = {Ad\`es, Michel and Dion, Jean-Pierre and MacGibbon, Brenda},
title = {Quasi-Likelihood {Estimation} for {Ornstein-Uhlenbeck} {Diffusion} {Observed} at {Random} {Time} {Points}},
journal = {Serdica Mathematical Journal},
pages = {291--308},
publisher = {mathdoc},
volume = {31},
number = {4},
year = {2005},
language = {en},
url = {http://geodesic.mathdoc.fr/item/SMJ2_2005_31_4_a2/}
}
TY - JOUR AU - Adès, Michel AU - Dion, Jean-Pierre AU - MacGibbon, Brenda TI - Quasi-Likelihood Estimation for Ornstein-Uhlenbeck Diffusion Observed at Random Time Points JO - Serdica Mathematical Journal PY - 2005 SP - 291 EP - 308 VL - 31 IS - 4 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/SMJ2_2005_31_4_a2/ LA - en ID - SMJ2_2005_31_4_a2 ER -
%0 Journal Article %A Adès, Michel %A Dion, Jean-Pierre %A MacGibbon, Brenda %T Quasi-Likelihood Estimation for Ornstein-Uhlenbeck Diffusion Observed at Random Time Points %J Serdica Mathematical Journal %D 2005 %P 291-308 %V 31 %N 4 %I mathdoc %U http://geodesic.mathdoc.fr/item/SMJ2_2005_31_4_a2/ %G en %F SMJ2_2005_31_4_a2
Adès, Michel; Dion, Jean-Pierre; MacGibbon, Brenda. Quasi-Likelihood Estimation for Ornstein-Uhlenbeck Diffusion Observed at Random Time Points. Serdica Mathematical Journal, Tome 31 (2005) no. 4, pp. 291-308. http://geodesic.mathdoc.fr/item/SMJ2_2005_31_4_a2/