Semiparametric topographical mixture models with symmetric errors

Orateur: Pierre VANDEKERKHOVE
Type: Journée Bézout-Gatech
Site: UPEM
Salle: 4B 08R
Date de début: 18/12/2013 - 16:30
Date de fin: 18/12/2013 - 17:15

Motivated by the analysis of a Positron Emission Tomography (PET) imaging data considered in Bowen et al. (2012), we introduce a semiparametric topographical mixture model able to capture the characteristics of dichotomous shifted response-type experiments. We propose a local estimation procedure, based on the symmetry of the local noise, for the proportion and locations functions involved in the proposed model.

We establish under mild conditions the minimax properties and asymptotic normality of our estimators when Monte Carlo simulations are conducted to examine their nite sample performance. Finally a statistical analysis of the PET imaging data in Bowen et al. (2012) is illustrated for the proposed method.