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On jet substructure methods for signal jets

We carry out simple analytical calculations and Monte Carlo studies to better understand the impact of QCD radiation on some well-known jet substructure methods for jets arising from the decay of boosted Higgs bosons. Understanding differences between taggers for these signal jets assumes particular...

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Detalles Bibliográficos
Autores principales: Dasgupta, Mrinal, Powling, Alexander, Siodmok, Andrzej
Lenguaje:eng
Publicado: 2015
Materias:
Acceso en línea:https://dx.doi.org/10.1007/JHEP08(2015)079
http://cds.cern.ch/record/1996443
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author Dasgupta, Mrinal
Powling, Alexander
Siodmok, Andrzej
author_facet Dasgupta, Mrinal
Powling, Alexander
Siodmok, Andrzej
author_sort Dasgupta, Mrinal
collection CERN
description We carry out simple analytical calculations and Monte Carlo studies to better understand the impact of QCD radiation on some well-known jet substructure methods for jets arising from the decay of boosted Higgs bosons. Understanding differences between taggers for these signal jets assumes particular significance in situations where they perform similarly on QCD background jets. As an explicit example of this we compare the Y-splitter method to the more recently proposed Y-pruning technique. We demonstrate how the insight we gain can be used to significantly improve the performance of Y-splitter by combining it with trimming and show that this combination outperforms the other taggers studied here, at high $p_T$. We also make analytical estimates for optimal parameter values, for a range of methods and compare to results from Monte Carlo studies.
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institution Organización Europea para la Investigación Nuclear
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publishDate 2015
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spelling cern-19964432022-10-12T02:04:30Zdoi:10.1007/JHEP08(2015)079http://cds.cern.ch/record/1996443engDasgupta, MrinalPowling, AlexanderSiodmok, AndrzejOn jet substructure methods for signal jetsParticle Physics - PhenomenologyWe carry out simple analytical calculations and Monte Carlo studies to better understand the impact of QCD radiation on some well-known jet substructure methods for jets arising from the decay of boosted Higgs bosons. Understanding differences between taggers for these signal jets assumes particular significance in situations where they perform similarly on QCD background jets. As an explicit example of this we compare the Y-splitter method to the more recently proposed Y-pruning technique. We demonstrate how the insight we gain can be used to significantly improve the performance of Y-splitter by combining it with trimming and show that this combination outperforms the other taggers studied here, at high $p_T$. We also make analytical estimates for optimal parameter values, for a range of methods and compare to results from Monte Carlo studies.We carry out simple analytical calculations and Monte Carlo studies to better understand the impact of QCD radiation on some well-known jet substructure methods for jets arising from the decay of boosted Higgs bosons. Understanding differences between taggers for these signal jets assumes particular significance in situations where they perform similarly on QCD background jets. As an explicit example of this we compare the Y-splitter method to the more recently proposed Y-pruning technique. We demonstrate how the insight we gain can be used to significantly improve the performance of Y-splitter by combining it with trimming and show that this combination outperforms the other taggers studied here, at high p$_{T}$ . We also make analytical estimates for optimal parameter values, for a range of methods and compare to results from Monte Carlo studies.We carry out simple analytical calculations and Monte Carlo studies to better understand the impact of QCD radiation on some well-known jet substructure methods for jets arising from the decay of boosted Higgs bosons. Understanding differences between taggers for these signal jets assumes particular significance in situations where they perform similarly on QCD background jets. As an explicit example of this we compare the Y-splitter method to the more recently proposed Y-pruning technique. We demonstrate how the insight we gain can be used to significantly improve the performance of Y-splitter by combining it with trimming and show that this combination outperforms the other taggers studied here, at high $p_T$. We also make analytical estimates for optimal parameter values, for a range of methods and compare to results from Monte Carlo studies.arXiv:1503.01088CERN-PH-TH-2015-032MCNET-15-03CERN-PH-TH-2015-032MCNET-15-03oai:cds.cern.ch:19964432015-03-03
spellingShingle Particle Physics - Phenomenology
Dasgupta, Mrinal
Powling, Alexander
Siodmok, Andrzej
On jet substructure methods for signal jets
title On jet substructure methods for signal jets
title_full On jet substructure methods for signal jets
title_fullStr On jet substructure methods for signal jets
title_full_unstemmed On jet substructure methods for signal jets
title_short On jet substructure methods for signal jets
title_sort on jet substructure methods for signal jets
topic Particle Physics - Phenomenology
url https://dx.doi.org/10.1007/JHEP08(2015)079
http://cds.cern.ch/record/1996443
work_keys_str_mv AT dasguptamrinal onjetsubstructuremethodsforsignaljets
AT powlingalexander onjetsubstructuremethodsforsignaljets
AT siodmokandrzej onjetsubstructuremethodsforsignaljets