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Machine Learning Methods for Histogram Deconvolution in High Energy Physics

Keras sequential neural networks are developed to perform histogram deconvolution on Z-boson mass spectra generated by the MadGraph5_aMC@NLO event generator using Pythia8 and Delphes. Three ways of interpreting the problem with neural networks are presented, tested and then compared with each other...

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Detalles Bibliográficos
Autor principal: Wiederhold, Aidan Richard
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:http://cds.cern.ch/record/2690260