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:
Physics in General
Acceso en línea:http://cds.cern.ch/record/2639976
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author Bamber, James
author_facet Bamber, James
author_sort Bamber, James
collection CERN
description 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.
id cern-2639976
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2018
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spelling cern-26399762019-09-30T06:29:59Zhttp://cds.cern.ch/record/2639976engBamber, JamesMachine Learning techniques to approximate Matrix Element Method calculationsPhysics in GeneralThe 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.CERN-STUDENTS-Note-2018-158oai:cds.cern.ch:26399762018-09-24
spellingShingle Physics in General
Bamber, James
Machine Learning techniques to approximate Matrix Element Method calculations
title Machine Learning techniques to approximate Matrix Element Method calculations
title_full Machine Learning techniques to approximate Matrix Element Method calculations
title_fullStr Machine Learning techniques to approximate Matrix Element Method calculations
title_full_unstemmed Machine Learning techniques to approximate Matrix Element Method calculations
title_short Machine Learning techniques to approximate Matrix Element Method calculations
title_sort machine learning techniques to approximate matrix element method calculations
topic Physics in General
url http://cds.cern.ch/record/2639976
work_keys_str_mv AT bamberjames machinelearningtechniquestoapproximatematrixelementmethodcalculations

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