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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...
Autores principales: | , , |
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Lenguaje: | eng |
Publicado: |
2016
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1007/JHEP03(2017)022 http://cds.cern.ch/record/2253122 |
_version_ | 1780953639603404800 |
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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. |
id | oai-inspirehep.net-1503176 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2016 |
record_format | invenio |
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 |