Meeting of High Energy Physics, Cosmology and High Energy Astrophysics

Jet tagging at the LHC with Machine Learning

27 Nov 2020, 10:30

1h

Session: Dark Matter and Beyond Standard Model Searches Plenary talk

Speaker

Mr Bryan Zaldivar (IFT Madrid)

Description

Jet tagging is one of the tasks in High Energy Physics which can profit the most form data-driven and Machine Learning methods. In this talk I will start by reviewing the approaches that exist in the literature and the state-of-the-art of the field. Afterwards, I will show an illustrative example where an efficient tagger for Beyond Standard Model searches at the LHC can be built out of a very simple Machine Learning model.