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Deep Neural Networks for Physics Analysis on low-level whole-detector data at the LHC

There has been considerable recent activity applying deep convolutional neural nets (CNNs) to data from particle physics experiments. Current approaches on ATLAS/CMS have largely focussed on a subset of the calorimeter, and for identifying objects or particular particle types. We explore approaches...

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Detalles Bibliográficos
Autores principales: Bhimji, Wahid, Farrell, Steven Andrew, Kurth, Thorsten, Paganini, Michela, Prabhat, Racah, Evan
Lenguaje:eng
Publicado: 2017
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/1085/4/042034
http://cds.cern.ch/record/2642191