21–25 nov. 2022
L2IT Toulouse
Fuseau horaire Europe/Paris

Trans-dimensional sampling methods: current status and future prospects

23 nov. 2022, 14:30
30m
L2IT Toulouse

L2IT Toulouse

Maison de la Recherche et de la Valorisation 75 Cours des Sciences 31062 Toulouse Cedex
In person talk Conference session 1

Orateur

Nikolaos Karnesis (AUTh)

Description

Trans-dimensional Bayesian sampling algorithms have been extensively used in the analysis of simulated LISA data. So far, tools based on Reversible Jump MCMC methods, have been proven to be a good candidate for tackling the LISA global fit problem. In this talk, I will summarize the success of the techniques that have been used to date, as well as their current limitations. These limitations will also become our starting point for discussing the future prospects of such algorithms, during the emerging era of Machine Learning techniques.

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