End-to-End Jet Classification of Quarks and Gluons with the CMS Open Data

We describe the construction of novel end-to-end jet image classifiers to discriminate quark- versus gluon-initiated jets using the simulated CMS Open Data. These multi-detector images correspond to true maps of the low-level energy deposits in the detector, giving the classifiers direct access to t...

Descripción completa

Detalles Bibliográficos
Autores principales: Andrews, M., Alison, J., An, S., Bryant, Patrick, Burkle, B., Gleyzer, S., Narain, M., Paulini, M., Poczos, B., Usai, E.
Lenguaje:eng
Publicado: 2019
Materias:
physics.data-an
Other Fields of Physics
cs.LG
Computing and Computers
cs.CV
hep-ex
Particle Physics - Experiment
Acceso en línea:https://dx.doi.org/10.1016/j.nima.2020.164304
http://cds.cern.ch/record/2666540

Internet

https://dx.doi.org/10.1016/j.nima.2020.164304
http://cds.cern.ch/record/2666540

Ejemplares similares