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Analysis-Specific Fast Simulation at the LHC with Deep Learning

We present a fast-simulation application based on a deep neural network, designed to create large analysis-specific datasets. Taking as an example the generation of W + jet events produced in $\sqrt{s}=$ 13 TeV proton–proton collisions, we train a neural network to model detector resolution effects...

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Detalles Bibliográficos
Autores principales: Chen, C, Cerri, O, Nguyen, T Q, Vlimant, J R, Pierini, M
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:https://dx.doi.org/10.1007/s41781-021-00060-4
http://cds.cern.ch/record/2773273