17–23 oct. 2021
Village La Fayette - La Rochelle
Fuseau horaire Europe/Paris

Search for New Physics with unsupervised Machine Learning

19 oct. 2021, 16:53
23m
Village La Fayette - La Rochelle

Village La Fayette - La Rochelle

Avenue de Bourgogne, 17041 La Rochelle, France http://www.seminaire-conference-la-rochelle.org https://goo.gl/maps/c2X8hqd9maRShkCm8 The centre is located at about 5 km from the La Rochelle train station (Gare de La Rochelle) and at about 5 km from the La Rochelle airport (Aéroport de La Rochelle-Ile de Ré). The organization will provide a shuttle transportation from both the train station and the airport to the site in the evening of the first day, and from the site to the train station and the airport in the morning of the last day.
Beyond Standard Model Beyond Standard Model

Orateur

Louis Vaslin (LPC Clermont)

Description

The Stnadard Model of particle physics is the model that best describe our current knowledge of elementary particles and their interactions. However, it can't explain everything. For this reason, experiments like ATLAS tries to find the constituents of New Physics beyond the Standard Model.

In order to analyse the data produced by these experiments, Machine Learning is a very popular tool. This talk will present a new way to search for New Physics combining an anomaly detection algorithm based on unsupervised Machine Learning and a model independent bump hunting tool. A concrete example of application will be given using the data from the LHC Olympics 2020 challenge[1].

[1] https://lhco2020.github.io/homepage/

Auteur principal

Louis Vaslin (LPC Clermont)

Documents de présentation