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Learning to Remove Pileup at the LHC with Jet Images

We present the Pileup Mitgation with Machine Learning (PUMML) algorithm for pileup removal at the Large Hadron Collider (LHC) based on the jet images framework using state-of-the-art machine learning techniques. We demonstrate that our algorithm outperforms existing methods on a wide range of jet ob...

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Detalles Bibliográficos
Autores principales: Komiske, Patrick T, Metodiev, Eric M, Nachman, Benjamin, Schwartz, Matthew D
Lenguaje:eng
Publicado: 2018
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/1085/4/042010
http://cds.cern.ch/record/2669842