7–11 Apr 2025
University of Nottingham
Europe/London timezone

Bayesian Optimisation for Bayesian Evidence

7 Apr 2025, 15:12
8m
Keighton Auditorium (University of Nottingham)

Keighton Auditorium

University of Nottingham

University Park Campus Nottingham NG7 2RD
UK Cosmo Flash talks

Speaker

Ameek Malhotra

Description

Cosmological model selection, in the framework of Bayesian inference requires the calculation of the Bayesian evidence. This can often be quite challenging, especially if the underlying likelihood function is expensive to evaluate. I will discuss how a technique called Bayesian Optimisation, based on Gaussian Process regression, can be used to calculate this evidence in far fewer likelihood evaluations, offering a much more efficient approach compared to traditional methods.

Author

Presentation materials

There are no materials yet.