Séminaire Univers / |
« Bayesian Spectral Energy Distribution fitting and Simulation Based Inference » |
Grégoire Aufort |
We are interested Bayesian statistics for the study of the Spectral
Energy Distributions of galaxies. After an introduction to galaxy SED fitting, I will present a new robust Importance Sampling algorithm and its use for Bayesian SED fitting in the context of complete statistical model using both photometric and spectroscopic data. I will then introduce simulation based inference and Approximate Bayesian Computation (ABC) methods, with a model choice application to detect recent variations in galaxy Star Formation History in the COSMOS survey. |
mardi 31 janvier 2023 - 11:00 Salle des séminaires Évry Schatzman Institut d'Astrophysique de Paris |
Pages web du séminaire / Seminar's webpage |