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Article Dans Une Revue Statistics A Journal of Theoretical and Applied Statistics Année : 2011

Estimation of the Location of a $0$-type or $\infty$-type Singularity by Poisson Observations

Résumé

We consider an inhomogeneous Poisson process $X$ on $[0,T]$. The intensity function of $X$ is supposed to be strictly positive and smooth on $[0,T]$ except at the point $\theta$, in which it has either a $0$-type singularity (tends to $0$ like $\abs{x}^p$, $p\in(0,1)$), or an $\infty$-type singularity (tends to $\infty$ like $\abs{x}^p$, $p\in(-1,0)$). We suppose that we know the shape of the intensity function, but not the location of the singularity. We consider the problem of estimation of this location (shift) parameter $\theta$ based on $n$ observations of the process $X$. We study the Bayesian estimators and, in the case $p>0$, the maximum likelihood estimator. We show that these estimators are consistent, their rate of convergence is $n^{1/(p+1)}$, they have different limit distributions, and the Bayesian estimators are asymptotically efficient.
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Dates et versions

hal-00110860 , version 1 (02-11-2006)

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Serguei Dachian. Estimation of the Location of a $0$-type or $\infty$-type Singularity by Poisson Observations. Statistics A Journal of Theoretical and Applied Statistics, 2011, 45 (5), pp.509-523. ⟨hal-00110860⟩
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