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Identification of $b$-jets and $c$-jets using Deep Neural Networks with the ATLAS Detector - The Development and Performance of a Family of DL1 High-level Flavour Tagging Algorithms

In this thesis, a new family of high-level jet flavour tagging algorithms called DL1 is presented. It is now established within the ATLAS collaboration at the Large Hadron Collider at CERN to be applied to Run 2 pp collision data at $\sqrt{s}$ = 13 TeV. DL1 represents the first use of Deep Learning...

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Detalles Bibliográficos
Autor principal: Lanfermann, Marie
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:http://cds.cern.ch/record/2681389