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Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging

N-subjettiness ratios are in wide use for tagging heavy boosted objects, in particular the ratio of 2-subjettiness to 1-subjettiness for tagging boosted electroweak bosons. In this article we introduce a new, dichroic ratio, which uses different regions of a jet to determine the two subjettiness mea...

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Detalles Bibliográficos
Autores principales: Salam, Gavin P., Schunk, Lais, Soyez, Gregory
Lenguaje:eng
Publicado: 2016
Materias:
Acceso en línea:https://dx.doi.org/10.1007/JHEP03(2017)022
http://cds.cern.ch/record/2253122
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author Salam, Gavin P.
Schunk, Lais
Soyez, Gregory
author_facet Salam, Gavin P.
Schunk, Lais
Soyez, Gregory
author_sort Salam, Gavin P.
collection CERN
description N-subjettiness ratios are in wide use for tagging heavy boosted objects, in particular the ratio of 2-subjettiness to 1-subjettiness for tagging boosted electroweak bosons. In this article we introduce a new, dichroic ratio, which uses different regions of a jet to determine the two subjettiness measures, emphasising the hard substructure for the 1-subjettiness and the full colour radiation pattern for the 2-subjettiness. Relative to existing N -subjettiness ratios, the dichroic extension, combined with SoftDrop (pre-)grooming, makes it possible to increase the ultimate signal significance by about 25% (for 2 TeV jets), or to reduce non-perturbative effects by a factor of 2−3 at 50% signal efficiency while maintaining comparable background rejection. We motivate the dichroic approach through the study of Lund diagrams, supplemented with resummed analytical calculations.
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language eng
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spelling oai-inspirehep.net-15031762022-08-10T12:31:27Zdoi:10.1007/JHEP03(2017)022doi:10.1007/JHEP03(2017)022http://cds.cern.ch/record/2253122engSalam, Gavin P.Schunk, LaisSoyez, GregoryDichroic subjettiness ratios to distinguish colour flows in boosted boson tagginghep-phParticle Physics - PhenomenologyN-subjettiness ratios are in wide use for tagging heavy boosted objects, in particular the ratio of 2-subjettiness to 1-subjettiness for tagging boosted electroweak bosons. In this article we introduce a new, dichroic ratio, which uses different regions of a jet to determine the two subjettiness measures, emphasising the hard substructure for the 1-subjettiness and the full colour radiation pattern for the 2-subjettiness. Relative to existing N -subjettiness ratios, the dichroic extension, combined with SoftDrop (pre-)grooming, makes it possible to increase the ultimate signal significance by about 25% (for 2 TeV jets), or to reduce non-perturbative effects by a factor of 2−3 at 50% signal efficiency while maintaining comparable background rejection. We motivate the dichroic approach through the study of Lund diagrams, supplemented with resummed analytical calculations.$N$-subjettiness ratios are in wide use for tagging heavy boosted objects, in particular the ratio of 2-subjettiness to 1-subjettiness for tagging boosted electroweak bosons. In this article we introduce a new, \emph{dichroic} ratio, which uses different regions of a jet to determine the two subjettiness measures, emphasising the hard substructure for the 1-subjettiness and the full colour radiation pattern for the 2-subjettiness. Relative to existing $N$-subjettiness ratios, the dichroic extension, combined with SoftDrop (pre-)grooming, makes it possible to increase the ultimate signal significance by about $25\%$ (for $2\,\text{TeV}$ jets), or to reduce non-perturbative effects by a factor of $2{-}3$ at $50\%$ signal efficiency while maintaining comparable background rejection. We motivate the dichroic approach through the study of Lund diagrams, supplemented with resummed analytical calculations.arXiv:1612.03917CERN-TH-2016-251oai:inspirehep.net:15031762016-12-12
spellingShingle hep-ph
Particle Physics - Phenomenology
Salam, Gavin P.
Schunk, Lais
Soyez, Gregory
Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
title Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
title_full Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
title_fullStr Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
title_full_unstemmed Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
title_short Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
title_sort dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
topic hep-ph
Particle Physics - Phenomenology
url https://dx.doi.org/10.1007/JHEP03(2017)022
https://dx.doi.org/10.1007/JHEP03(2017)022
http://cds.cern.ch/record/2253122
work_keys_str_mv AT salamgavinp dichroicsubjettinessratiostodistinguishcolourflowsinboostedbosontagging
AT schunklais dichroicsubjettinessratiostodistinguishcolourflowsinboostedbosontagging
AT soyezgregory dichroicsubjettinessratiostodistinguishcolourflowsinboostedbosontagging