June 27, 2022 to July 1, 2022
Institute for Fundamental Physics of the Universe
Europe/Rome timezone

Scattering transforms, recent applications in astrophysics and cosmology

Jun 29, 2022, 2:00 PM
1h
Aula D (Old SISSA building)

Aula D

Old SISSA building

Speaker

Erwan Allys

Description

New statistical descriptions related to the so-called Scattering Transform recently obtained attractive results for several astrophysical applications. These statistics share ideas with convolutional neural networks, but do not require to be learned, allowing for a direct characterization of interactions between scales in non-linear processes. In this talk, I will present these statistical descriptions, and give an overview of their recent successful applications to astrophysics. After highlighting in particular the results that have been obtained on LSS studies, I will also discuss the ongoing promising work on components separation.

Presentation materials