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Machine Learning techniques to approximate Matrix Element Method calculations

The Matrix Element Method is a powerful tool for data analysis of High Energy Physics data, and could be especially useful for future analysis of the interesting ttH(b¯b) process. However it is slow and computationally expensive to use, limiting its applicability. This project aims to use machine le...

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Detalles Bibliográficos
Autor principal: Bamber, James
Lenguaje:eng
Publicado: 2018
Materias:
Acceso en línea:http://cds.cern.ch/record/2639976
Descripción
Sumario:The Matrix Element Method is a powerful tool for data analysis of High Energy Physics data, and could be especially useful for future analysis of the interesting ttH(b¯b) process. However it is slow and computationally expensive to use, limiting its applicability. This project aims to use machine learning and artificial neural networks to speed up the computation.