6–8 Apr 2022
Istituto Veneto di Scienze Lettere ed Arti, Venezia
Europe/Rome timezone

Gravitational Waves and Machine Learning

8 Apr 2022, 12:30
15m
Istituto Veneto di Scienze Lettere ed Arti, Venezia

Istituto Veneto di Scienze Lettere ed Arti, Venezia

Speaker

Jacopo Tissino (GSSI)

Description

The LIGO-Virgo collaboration has detected dozens of gravitational wave signals so far, and will do so at an increasing rate in the following years with detector
upgrades. These signals are extremely faint and arrive to us buried in noise; measuring and analyzing them is a hard computational challenge.
I will discuss how machine learning can help in this task, mostly focusing on the theoretical/modelling side: a neural network can learn a computationally expensive function and reproduce its results “by memory”, speeding up Bayesian
inference.

Presentation materials