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Energy Correlation Functions for Jet Substructure

We show how generalized energy correlation functions can be used as a powerful probe of jet substructure. These correlation functions are based on the energies and pair-wise angles of particles within a jet, with (N+1)-point correlators sensitive to N-prong substructure. Unlike many previous jet sub...

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Detalles Bibliográficos
Autores principales: Larkoski, Andrew J., Salam, Gavin P., Thaler, Jesse
Lenguaje:eng
Publicado: 2013
Materias:
Acceso en línea:https://dx.doi.org/10.1007/JHEP06(2013)108
http://cds.cern.ch/record/1545153
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author Larkoski, Andrew J.
Salam, Gavin P.
Thaler, Jesse
author_facet Larkoski, Andrew J.
Salam, Gavin P.
Thaler, Jesse
author_sort Larkoski, Andrew J.
collection CERN
description We show how generalized energy correlation functions can be used as a powerful probe of jet substructure. These correlation functions are based on the energies and pair-wise angles of particles within a jet, with (N+1)-point correlators sensitive to N-prong substructure. Unlike many previous jet substructure methods, these correlation functions do not require the explicit identification of subjet regions. In addition, the correlation functions are better probes of certain soft and collinear features that are masked by other methods. We present three Monte Carlo case studies to illustrate the utility of these observables: 2-point correlators for quark/gluon discrimination, 3-point correlators for boosted W/Z/Higgs boson identification, and 4-point correlators for boosted top quark identification. For quark/gluon discrimination, the 2-point correlator is particularly powerful, as can be understood via a next-to-leading logarithmic calculation. For boosted 2-prong resonances the benefit depends on the mass of the resonance.
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spelling cern-15451532023-10-04T07:57:57Zdoi:10.1007/JHEP06(2013)108http://cds.cern.ch/record/1545153engLarkoski, Andrew J.Salam, Gavin P.Thaler, JesseEnergy Correlation Functions for Jet SubstructureParticle Physics - PhenomenologyWe show how generalized energy correlation functions can be used as a powerful probe of jet substructure. These correlation functions are based on the energies and pair-wise angles of particles within a jet, with (N+1)-point correlators sensitive to N-prong substructure. Unlike many previous jet substructure methods, these correlation functions do not require the explicit identification of subjet regions. In addition, the correlation functions are better probes of certain soft and collinear features that are masked by other methods. We present three Monte Carlo case studies to illustrate the utility of these observables: 2-point correlators for quark/gluon discrimination, 3-point correlators for boosted W/Z/Higgs boson identification, and 4-point correlators for boosted top quark identification. For quark/gluon discrimination, the 2-point correlator is particularly powerful, as can be understood via a next-to-leading logarithmic calculation. For boosted 2-prong resonances the benefit depends on the mass of the resonance.We show how generalized energy correlation functions can be used as a powerful probe of jet substructure. These correlation functions are based on the energies and pair-wise angles of particles within a jet, with (N + 1)-point correlators sensitive to N-prong substructure. Unlike many previous jet substructure methods, these correlation functions do not require the explicit identification of subjet regions. In addition, the correlation functions are better probes of certain soft and collinear features that are masked by other methods. We present three Monte Carlo case studies to illustrate the utility of these observables: 2-point correlators for quark/gluon discrimination, 3-point correlators for boosted W /Z/Higgs boson identification, and 4-point correlators for boosted top quark identification. For quark/gluon discrimination, the 2-point correlator is particularly powerful, as can be understood via a next-to-leading logarithmic calculation. For boosted 2-prong resonances the benefit depends on the mass of the resonance.We show how generalized energy correlation functions can be used as a powerful probe of jet substructure. These correlation functions are based on the energies and pair-wise angles of particles within a jet, with (N+1)-point correlators sensitive to N-prong substructure. Unlike many previous jet substructure methods, these correlation functions do not require the explicit identification of subjet regions. In addition, the correlation functions are better probes of certain soft and collinear features that are masked by other methods. We present three Monte Carlo case studies to illustrate the utility of these observables: 2-point correlators for quark/gluon discrimination, 3-point correlators for boosted W/Z/Higgs boson identification, and 4-point correlators for boosted top quark identification. For quark/gluon discrimination, the 2-point correlator is particularly powerful, as can be understood via a next-to-leading logarithmic calculation. For boosted 2-prong resonances the benefit depends on the mass of the resonance.arXiv:1305.0007MIT-CTP-4446CERN-PH-TH-2013-066LPN13-026MIT-CTP 4446CERN-PH-TH-2013-066LPN13-026oai:cds.cern.ch:15451532013-05-02
spellingShingle Particle Physics - Phenomenology
Larkoski, Andrew J.
Salam, Gavin P.
Thaler, Jesse
Energy Correlation Functions for Jet Substructure
title Energy Correlation Functions for Jet Substructure
title_full Energy Correlation Functions for Jet Substructure
title_fullStr Energy Correlation Functions for Jet Substructure
title_full_unstemmed Energy Correlation Functions for Jet Substructure
title_short Energy Correlation Functions for Jet Substructure
title_sort energy correlation functions for jet substructure
topic Particle Physics - Phenomenology
url https://dx.doi.org/10.1007/JHEP06(2013)108
http://cds.cern.ch/record/1545153
work_keys_str_mv AT larkoskiandrewj energycorrelationfunctionsforjetsubstructure
AT salamgavinp energycorrelationfunctionsforjetsubstructure
AT thalerjesse energycorrelationfunctionsforjetsubstructure