A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution
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Publication Date: | 2020 |
Other Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
Format: | Article |
Language: | eng |
Source: | Repositório Institucional da UNESP |
Download full: | http://dx.doi.org/10.1007/s41781-020-00041-z http://hdl.handle.net/11449/233073 |
Summary: | We describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton–proton collisions at an energy of s=13TeV at the CERN LHC. The algorithm is trained on a large sample of simulated b jets and validated on data recorded by the CMS detector in 2017 corresponding to an integrated luminosity of 41 fb-1. A multivariate regression algorithm based on a deep feed-forward neural network employs jet composition and shape information, and the properties of reconstructed secondary vertices associated with the jet. The results of the algorithm are used to improve the sensitivity of analyses that make use of b jets in the final state, such as the observation of Higgs boson decay to b b ¯. |
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oai:repositorio.unesp.br:11449/233073 |
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A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolutionb jetsCMSDeep learningHiggs bosonJet energyJet resolutionWe describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton–proton collisions at an energy of s=13TeV at the CERN LHC. The algorithm is trained on a large sample of simulated b jets and validated on data recorded by the CMS detector in 2017 corresponding to an integrated luminosity of 41 fb-1. A multivariate regression algorithm based on a deep feed-forward neural network employs jet composition and shape information, and the properties of reconstructed secondary vertices associated with the jet. The results of the algorithm are used to improve the sensitivity of analyses that make use of b jets in the final state, such as the observation of Higgs boson decay to b b ¯.Yerevan Physics InstituteInstitut für HochenergiephysikInstitute for Nuclear ProblemsUniversiteit AntwerpenVrije Universiteit BrusselUniversité Libre de BruxellesGhent UniversityUniversité Catholique de LouvainCentro Brasileiro de Pesquisas FisicasUniversidade do Estado do Rio de JaneiroUniversidade Estadual Paulista Universidade Federal do ABCInstitute for Nuclear Research and Nuclear Energy Bulgarian Academy of SciencesUniversity of SofiaBeihang UniversityDepartment of Physics Tsinghua UniversityInstitute of High Energy PhysicsState Key Laboratory of Nuclear Physics and Technology Peking UniversityZhejiang UniversityUniversidad de Los AndesUniversidad de AntioquiaUniversity of Split Faculty of Electrical Engineering Mechanical Engineering and Naval ArchitectureUniversity of Split Faculty of ScienceInstitute Rudjer BoskovicUniversity of CyprusCharles UniversityEscuela Politecnica NacionalUniversidad San Francisco de QuitoAcademy of Scientific Research and Technology of the Arab Republic of Egypt Egyptian Network of High Energy PhysicsNational Institute of Chemical Physics and BiophysicsDepartment of Physics University of HelsinkiHelsinki Institute of PhysicsLappeenranta University of TechnologyIRFU CEA Université Paris-SaclayLaboratoire Leprince-Ringuet CNRS/IN2P3 Ecole Polytechnique Institut Polytechnique de ParisUniversité de Strasbourg CNRS IPHC UMR 7178Centre de Calcul de l’Institut National de Physique Nucleaire et de Physique des Particules CNRS/IN2P3Université de Lyon Université Claude Bernard Lyon 1 CNRS-IN2P3 Institut de Physique Nucléaire de LyonGeorgian Technical UniversityTbilisi State UniversityRWTH Aachen University I. Physikalisches InstitutRWTH Aachen University III. Physikalisches Institut ARWTH Aachen University III. Physikalisches Institut BDeutsches Elektronen-SynchrotronUniversity of HamburgKarlsruher Institut fuer TechnologieInstitute of Nuclear and Particle Physics (INPP) NCSR DemokritosNational and Kapodistrian University of AthensNational Technical University of AthensUniversity of IoánninaMTA-ELTE Lendület CMS Particle and Nuclear Physics Group Eötvös Loránd UniversityWigner Research Centre for PhysicsInstitute of Nuclear Research ATOMKIInstitute of Physics University of DebrecenEszterhazy Karoly University, Karoly Robert CampusIndian Institute of Science (IISc)National Institute of Science Education and Research HBNIPanjab UniversityUniversity of DelhiSaha Institute of Nuclear Physics HBNIIndian Institute of Technology MadrasBhabha Atomic Research CentreTata Institute of Fundamental Research-ATata Institute of Fundamental Research-BIndian Institute of Science Education and Research (IISER)Institute for Research in Fundamental Sciences (IPM)University College DublinINFN Sezione di Bari Università di Bari Politecnico di BariINFN Sezione di Bologna Università di BolognaINFN Sezione di Catania Università di CataniaINFN Sezione di Firenze Università di FirenzeINFN Laboratori Nazionali di FrascatiINFN Sezione di Genova Università di GenovaINFN Sezione di Milano-Bicocca Università di Milano-BicoccaINFN Sezione di Napoli Università di Napoli ’Federico II’ Napoli; Italy Università della Basilicata Potenza Italy Università G. MarconiINFN Sezione di Padova Università di Padova Padova; Italy Università di TrentoINFN Sezione di Pavia Università di PaviaINFN Sezione di Perugia Università di PerugiaINFN Sezione di Pisa Università di Pisa Scuola Normale Superiore di PisaINFN Sezione di Roma Sapienza Università di RomaINFN Sezione di Torino Università di Torino Torino; Italy Università del Piemonte OrientaleINFN Sezione di Trieste Università di TriesteKyungpook National UniversityChonnam National University Institute for Universe and Elementary ParticlesHanyang UniversityKorea UniversityDepartment of Physics Kyung Hee UniversitySejong UniversitySeoul National UniversityUniversity of SeoulSungkyunkwan UniversityRiga Technical UniversityVilnius UniversityNational Centre for Particle Physics Universiti MalayaUniversidad de Sonora (UNISON)Centro de Investigacion y de Estudios Avanzados del IPNUniversidad IberoamericanaBenemerita Universidad Autonoma de PueblaUniversidad Autónoma de San Luis PotosíUniversity of MontenegroUniversity of AucklandUniversity of CanterburyNational Centre for Physics Quaid-I-Azam UniversityAGH University of Science and Technology Faculty of Computer Science Electronics and TelecommunicationsNational Centre for Nuclear ResearchInstitute of Experimental Physics Faculty of Physics University of WarsawLaboratório de Instrumentação e Física Experimental de PartículasJoint Institute for Nuclear ResearchPetersburg Nuclear Physics InstituteInstitute for Nuclear ResearchInstitute for Theoretical and Experimental Physics named by A.I. Alikhanov of NRC ‘Kurchatov Institute’Moscow Institute of Physics and TechnologyNational Research Nuclear University ’Moscow Engineering Physics Institute’ (MEPhI)P.N. Lebedev Physical InstituteSkobeltsyn Institute of Nuclear Physics Lomonosov Moscow State UniversityNovosibirsk State University (NSU)Institute for High Energy Physics of National Research Centre ‘Kurchatov Institute’National Research Tomsk Polytechnic UniversityTomsk State UniversityUniversity of Belgrade: Faculty of Physics and VINCA Institute of Nuclear SciencesCentro de Investigaciones Energéticas Medioambientales y Tecnológicas (CIEMAT)Universidad Autónoma de MadridUniversidad de Oviedo Instituto Universitario de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)Instituto de Física de Cantabria (IFCA) CSIC-Universidad de CantabriaUniversity of ColomboDepartment of Physics University of RuhunaCERN European Organization for Nuclear ResearchPaul Scherrer InstitutETH Zurich - Institute for Particle Physics and Astrophysics (IPA)Universität ZürichNational Central UniversityNational Taiwan University (NTU)Department of Physics Chulalongkorn University Faculty of SciencePhysics Department Science and Art Faculty Çukurova UniversityPhysics Department Middle East Technical UniversityBogazici UniversityIstanbul Technical UniversityIstanbul UniversityInstitute for Scintillation Materials of National Academy of Science of UkraineNational Scientific Center Kharkov Institute of Physics and TechnologyUniversity of BristolRutherford Appleton LaboratoryImperial CollegeBrunel UniversityBaylor UniversityCatholic University of AmericaThe University of AlabamaBoston UniversityBrown UniversityUniversity of California DavisUniversity of CaliforniaUniversity of California RiversideDepartment of Physics University of California Santa BarbaraCalifornia Institute of TechnologyCarnegie Mellon UniversityUniversity of Colorado BoulderCornell UniversityFermi National Accelerator LaboratoryUniversity of FloridaFlorida International UniversityFlorida State UniversityFlorida Institute of TechnologyUniversity of Illinois at Chicago (UIC)The University of IowaJohns Hopkins UniversityThe University of KansasKansas State UniversityLawrence Livermore National LaboratoryUniversity of MarylandMassachusetts Institute of TechnologyUniversity of MinnesotaUniversity of MississippiUniversity of Nebraska-LincolnState University of New York at BuffaloNortheastern UniversityNorthwestern UniversityUniversity of Notre DameThe Ohio State UniversityPrinceton UniversityUniversity of Puerto RicoPurdue UniversityPurdue University NorthwestRice UniversityUniversity of RochesterRutgers The State University of New JerseyUniversity of TennesseeTexas A&M UniversityTexas Tech UniversityVanderbilt UniversityUniversity of VirginiaWayne State UniversityUniversity of Wisconsin - MadisonCERNUniversidade Estadual Paulista Universidade Federal do ABCYerevan Physics InstituteInstitut für HochenergiephysikInstitute for Nuclear ProblemsUniversiteit AntwerpenVrije Universiteit BrusselUniversité Libre de BruxellesGhent UniversityUniversité Catholique de LouvainCentro Brasileiro de Pesquisas FisicasUniversidade do Estado do Rio de Janeiro (UERJ)Universidade Estadual Paulista (UNESP)Bulgarian Academy of SciencesUniversity of SofiaBeihang UniversityTsinghua UniversityInstitute of High Energy PhysicsPeking UniversityZhejiang UniversityUniversidad de Los AndesUniversidad de AntioquiaMechanical Engineering and Naval ArchitectureFaculty of ScienceInstitute Rudjer BoskovicUniversity of CyprusCharles UniversityEscuela Politecnica NacionalUniversidad San Francisco de QuitoEgyptian Network of High Energy PhysicsNational Institute of Chemical Physics and BiophysicsUniversity of HelsinkiHelsinki Institute of PhysicsLappeenranta University of TechnologyUniversité Paris-SaclayInstitut Polytechnique de ParisIPHC UMR 7178CNRS/IN2P3Institut de Physique Nucléaire de LyonGeorgian Technical UniversityTbilisi State UniversityI. Physikalisches InstitutIII. Physikalisches Institut AIII. Physikalisches Institut BDeutsches Elektronen-SynchrotronUniversity of HamburgKarlsruher Institut fuer TechnologieNCSR DemokritosNational and Kapodistrian University of AthensNational Technical University of AthensUniversity of IoánninaEötvös Loránd UniversityWigner Research Centre for PhysicsInstitute of Nuclear Research ATOMKIUniversity of DebrecenEszterhazy Karoly UniversityIndian Institute of Science (IISc)HBNIPanjab UniversityUniversity of DelhiIndian Institute of Technology MadrasBhabha Atomic Research CentreTata Institute of Fundamental Research-ATata Institute of Fundamental Research-BIndian Institute of Science Education and Research (IISER)Institute for Research in Fundamental Sciences (IPM)University College DublinPolitecnico di BariUniversità di BolognaUniversità di CataniaUniversità di FirenzeINFN Laboratori Nazionali di FrascatiUniversità di GenovaUniversità di Milano-BicoccaUniversità G. MarconiUniversità di TrentoUniversità di PaviaUniversità di PerugiaScuola Normale Superiore di PisaSapienza Università di RomaUniversità del Piemonte OrientaleUniversità di TriesteKyungpook National UniversityInstitute for Universe and Elementary ParticlesHanyang UniversityKorea UniversityKyung Hee UniversitySejong UniversitySeoul National UniversityUniversity of SeoulSungkyunkwan UniversityRiga Technical UniversityVilnius UniversityUniversiti MalayaUniversidad de Sonora (UNISON)Centro de Investigacion y de Estudios Avanzados del IPNUniversidad IberoamericanaBenemerita Universidad Autonoma de PueblaUniversidad Autónoma de San Luis PotosíUniversity of MontenegroUniversity of AucklandUniversity of CanterburyQuaid-I-Azam UniversityElectronics and TelecommunicationsNational Centre for Nuclear ResearchUniversity of WarsawLaboratório de Instrumentação e Física Experimental de PartículasJoint Institute for Nuclear ResearchPetersburg Nuclear Physics InstituteInstitute for Nuclear ResearchInstitute for Theoretical and Experimental Physics named by A.I. Alikhanov of NRC ‘Kurchatov Institute’Moscow Institute of Physics and TechnologyNational Research Nuclear University ’Moscow Engineering Physics Institute’ (MEPhI)P.N. Lebedev Physical InstituteLomonosov Moscow State UniversityNovosibirsk State University (NSU)Institute for High Energy Physics of National Research Centre ‘Kurchatov Institute’National Research Tomsk Polytechnic UniversityTomsk State UniversityUniversity of Belgrade: Faculty of Physics and VINCA Institute of Nuclear SciencesCentro de Investigaciones Energéticas Medioambientales y Tecnológicas (CIEMAT)Universidad Autónoma de MadridInstituto Universitario de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)CSIC-Universidad de CantabriaUniversity of ColomboUniversity of RuhunaEuropean Organization for Nuclear ResearchPaul Scherrer InstitutETH Zurich - Institute for Particle Physics and Astrophysics (IPA)Universität ZürichNational Central UniversityNational Taiwan University (NTU)Çukurova UniversityMiddle East Technical UniversityBogazici UniversityIstanbul Technical UniversityIstanbul UniversityInstitute for Scintillation Materials of National Academy of Science of UkraineKharkov Institute of Physics and TechnologyUniversity of BristolRutherford Appleton LaboratoryImperial CollegeBrunel UniversityBaylor UniversityCatholic University of AmericaThe University of AlabamaBoston UniversityBrown UniversityDavisUniversity of CaliforniaRiversideSanta BarbaraCalifornia Institute of TechnologyCarnegie Mellon UniversityUniversity of Colorado BoulderCornell UniversityFermi National Accelerator LaboratoryUniversity of FloridaFlorida International UniversityFlorida State UniversityFlorida Institute of TechnologyUniversity of Illinois at Chicago (UIC)The University of IowaJohns Hopkins UniversityThe University of KansasKansas State UniversityLawrence Livermore National LaboratoryUniversity of MarylandMassachusetts Institute of TechnologyUniversity of MinnesotaUniversity of MississippiUniversity of Nebraska-LincolnState University of New York at BuffaloNortheastern UniversityNorthwestern UniversityUniversity of Notre DameThe Ohio State UniversityPrinceton UniversityUniversity of Puerto RicoPurdue UniversityPurdue University NorthwestRice UniversityUniversity of RochesterThe State University of New JerseyUniversity of TennesseeTexas A&M UniversityTexas Tech UniversityVanderbilt UniversityUniversity of VirginiaWayne State UniversityUniversity of Wisconsin - MadisonCERNSirunyan, A. M.Tumasyan, A.Adam, W.Ambrogi, F.Bergauer, T.Dragicevic, M.Erö, J.Valle, A. Escalante DelFlechl, M.Frühwirth, R.Jeitler, M.Krammer, N.Krätschmer, I.Liko, D.Madlener, T.Mikulec, I.Rad, N.Schieck, J.Schöfbeck, R.Spanring, M.Spitzbart, D.Waltenberger, W.Wulz, C. E.Zarucki, M.Drugakov, V.Mossolov, V.Gonzalez, J. SuarezDarwish, M. R.De Wolf, E. A.Croce, D. DiJanssen, X.Lelek, A.Pieters, M.Sfar, H. RejebHaevermaet, H. VanMechelen, P. VanPutte, S. VanRemortel, N. VanBlekman, F.Bols, E. S.Chhibra, S. S.D’Hondt, J.De Clercq, J.Lontkovskyi, D.Lowette, S.Marchesini, I.Moortgat, S.Python, Q.Skovpen, K.Tavernier, S.Doninck, W. VanMulders, P. VanBeghin, D.Bilin, B.Clerbaux, B.De Lentdecker, G.Delannoy, H.Dorney, B.Favart, L.Grebenyuk, A.Kalsi, A. K.Popov, A.Postiau, N.Starling, E.Thomas, L.Velde, C. VanderVanlaer, P.Vannerom, D.Cornelis, T.Dobur, D.Khvastunov, I.Niedziela, M.Roskas, C.Tytgat, M.Verbeke, W.Vermassen, B.Vit, M.Bondu, O.Bruno, G.Caputo, C.David, P.Delaere, C.Delcourt, M.Giammanco, A.Lemaitre, V.Prisciandaro, J.Saggio, A.Marono, M. VidalVischia, P.Zobec, J.Alves, F. L.Alves, G. A.Silva, G. CorreiaHensel, C.Moraes, A.Teles, P. RebelloChagas, E. Belchior Batista DasCarvalho, W.Chinellato, J.Coelho, E.Da Costa, E. M.Da Silveira, G. G.De Jesus Damiao, D.De Oliveira Martins, C.De Souza, S. FonsecaGuativa, L. M. HuertasMalbouisson, H.Martins, J.Figueiredo, D. MatosJaime, M. MedinaDe Almeida, M. MeloHerrera, C. MoraMundim, L.Nogima, H.Da Silva, W. L. PradoRosas, L. J. SanchezSantoro, A.Sznajder, A.Thiel, M.Manganote, E. J. TonelliDa Silva De Araujo, F. TorresPereira, A. VilelaBernardes, C. A. [UNESP]Calligaris, L. [UNESP]Tomei, T. R. Fernandez Perez [UNESP]Gregores, E. M. [UNESP]Lemos, D. S. [UNESP]Mercadante, P. G. [UNESP]Novaes, S. F. [UNESP]Padula, SandraS. 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H.Teague, D.Trembath-reichert, S.2022-05-01T02:51:13Z2022-05-01T02:51:13Z2020-12-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1007/s41781-020-00041-zComputing and Software for Big Science, v. 4, n. 1, 2020.2510-2044http://hdl.handle.net/11449/23307310.1007/s41781-020-00041-z2-s2.0-85097776096Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengComputing and Software for Big Scienceinfo:eu-repo/semantics/openAccess2024-11-25T20:17:18Zoai:repositorio.unesp.br:11449/233073Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestrepositoriounesp@unesp.bropendoar:29462024-11-25T20:17:18Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution |
title |
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution |
spellingShingle |
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution Sirunyan, A. M. b jets CMS Deep learning Higgs boson Jet energy Jet resolution |
title_short |
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution |
title_full |
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution |
title_fullStr |
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution |
title_full_unstemmed |
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution |
title_sort |
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution |
author |
Sirunyan, A. M. |
author_facet |
Sirunyan, A. M. Tumasyan, A. Adam, W. Ambrogi, F. Bergauer, T. Dragicevic, M. Erö, J. Valle, A. Escalante Del Flechl, M. Frühwirth, R. Jeitler, M. Krammer, N. Krätschmer, I. Liko, D. Madlener, T. Mikulec, I. Rad, N. Schieck, J. Schöfbeck, R. Spanring, M. Spitzbart, D. Waltenberger, W. Wulz, C. E. Zarucki, M. Drugakov, V. Mossolov, V. Gonzalez, J. Suarez Darwish, M. R. De Wolf, E. A. Croce, D. Di Janssen, X. Lelek, A. Pieters, M. Sfar, H. Rejeb Haevermaet, H. Van Mechelen, P. Van Putte, S. Van Remortel, N. Van Blekman, F. Bols, E. S. Chhibra, S. S. D’Hondt, J. De Clercq, J. Lontkovskyi, D. Lowette, S. Marchesini, I. Moortgat, S. Python, Q. Skovpen, K. Tavernier, S. Doninck, W. Van Mulders, P. Van Beghin, D. Bilin, B. Clerbaux, B. De Lentdecker, G. Delannoy, H. Dorney, B. Favart, L. Grebenyuk, A. Kalsi, A. K. Popov, A. Postiau, N. Starling, E. Thomas, L. Velde, C. Vander Vanlaer, P. Vannerom, D. Cornelis, T. Dobur, D. Khvastunov, I. Niedziela, M. Roskas, C. Tytgat, M. Verbeke, W. 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Freeman, J. Gecse, Z. Gottschalk, E. Gray, L. Green, D. Grünendahl, S. Gutsche, O. Hall, AllisonReinsvold Hanlon, J. Harris, R. M. Hasegawa, S. Heller, R. Hirschauer, J. Jayatilaka, B. Jindariani, S. Johnson, M. Joshi, U. Klijnsma, T. Klima, B. Kortelainen, M. J. Kreis, B. Lammel, S. Lewis, J. Lincoln, D. Lipton, R. Liu, M. Liu, T. Lykken, J. Maeshima, K. Marraffino, J. M. Mason, D. McBride, P. Merkel, P. Mrenna, S. Nahn, S. O’Dell, V. Papadimitriou, V. Pedro, K. Pena, C. Rakness, G. Ravera, F. Ristori, L. Schneider, B. Sexton-Kennedy, E. Smith, N. Soha, A. Spalding, W. J. Spiegel, L. Stoynev, S. Strait, J. Strobbe, N. Taylor, L. Tkaczyk, S. Tran, N. V. Uplegger, L. Vaandering, E. W. Vernieri, C. Vidal, R. Wang, M. Weber, H. A. Acosta, D. Avery, P. Bourilkov, D. Brinkerhoff, A. Cadamuro, L. Cherepanov, V. Errico, F. Field, R. D. Gleyzer, S. V. Guerrero, D. Joshi, B. M. Kim, M. Konigsberg, J. Korytov, A. Lo, K. H. Matchev, K. Menendez, N. Mitselmakher, G. Rosenzweig, D. Shi, K. 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Haubrich, N. Higginbotham, S. Kalogeropoulos, A. Kwan, S. Lange, D. Lucchini, M. T. Luo, J. Marlow, D. Mei, K. Ojalvo, I. Olsen, J. Palmer, C. Piroué, P. Stickland, D. Tully, C. Norberg, S. Barker, A. Barnes, V. E. Das, S. Gutay, L. Jones, M. Jung, A. W. Khatiwada, A. Mahakud, B. Miller, D. H. Negro, G. Neumeister, N. Peng, C. C. Piperov, S. Qiu, H. Schulte, J. F. Trevisani, N. Wang, F. Xiao, R. Xie, W. Cheng, T. Dolen, J. Parashar, N. Behrens, U. Ecklund, K. M. Freed, S. Geurts, F. J.M. Kilpatrick, M. Kumar, Arun Padley, B. P. Redjimi, R. Roberts, J. Rorie, J. Shi, W. Leiton, A. G. Stahl Tu, Z. Zhang, A. Bodek, A. de Barbaro, P. Demina, R. Dulemba, J. L. Fallon, C. Ferbel, T. Galanti, M. Garcia-Bellido, A. Hindrichs, O. Khukhunaishvili, A. Ranken, E. Taus, R. Chiarito, B. Chou, J. P. Gandrakota, A. Gershtein, Y. Halkiadakis, E. Hart, A. Heindl, M. Hughes, E. Kaplan, S. Laflotte, I. Lath, A. Montalvo, R. Nash, K. Osherson, M. Saka, H. Salur, S. Schnetzer, S. Somalwar, S. Stone, R. Thomas, S. Acharya, H. Delannoy, A. G. Spanier, S. Bouhali, O. Dalchenko, M. De Mattia, M. Delgado, A. Dildick, S. Eusebi, R. Gilmore, J. Huang, T. Kamon, T. Luo, S. Malhotra, S. Marley, D. Mueller, R. Overton, D. Perniè, L. Rathjens, D. Safonov, A. Akchurin, N. Damgov, J. De Guio, F. Hegde, V. Kunori, S. Lamichhane, K. Mengke, T. Muthumuni, S. Peltola, T. Undleeb, S. Volobouev, I. Whitbeck, A. Greene, S. Gurrola, A. Janjam, R. Johns, W. Maguire, C. Melo, A. Ni, H. Padeken, K. Romeo, F. Sheldon, P. Tuo, S. Velkovska, J. Verweij, M. Arenton, M. W. Barria, P. Cox, B. Cummings, G. Hakala, J. Hirosky, R. Joyce, M. Ledovskoy, A. Neu, C. Tannenwald, B. Wolfe, E. Xia, F. Harr, R. Karchin, P. E. Poudyal, N. Sturdy, J. Thapa, P. Bose, T. Buchanan, J. Caillol, C. Carlsmith, D. Dasu, S. De Bruyn, I. Dodd, L. Galloni, C. He, H. Herndon, M. Hervé, A. Hussain, U. Lanaro, A. Loeliger, A. Long, K. Loveless, R. Sreekala, J. Madhusudanan Pinna, D. Ruggles, T. Savin, A. Smith, W. H. Teague, D. Trembath-reichert, S. |
author_role |
author |
author2 |
Tumasyan, A. Adam, W. Ambrogi, F. Bergauer, T. Dragicevic, M. Erö, J. Valle, A. Escalante Del Flechl, M. Frühwirth, R. Jeitler, M. Krammer, N. Krätschmer, I. Liko, D. Madlener, T. Mikulec, I. Rad, N. Schieck, J. Schöfbeck, R. Spanring, M. Spitzbart, D. Waltenberger, W. Wulz, C. E. Zarucki, M. Drugakov, V. Mossolov, V. Gonzalez, J. Suarez Darwish, M. R. De Wolf, E. A. Croce, D. Di Janssen, X. Lelek, A. Pieters, M. Sfar, H. Rejeb Haevermaet, H. Van Mechelen, P. Van Putte, S. Van Remortel, N. Van Blekman, F. Bols, E. S. Chhibra, S. S. D’Hondt, J. De Clercq, J. Lontkovskyi, D. Lowette, S. Marchesini, I. Moortgat, S. Python, Q. Skovpen, K. Tavernier, S. Doninck, W. Van Mulders, P. Van Beghin, D. Bilin, B. Clerbaux, B. De Lentdecker, G. Delannoy, H. Dorney, B. Favart, L. Grebenyuk, A. Kalsi, A. K. Popov, A. Postiau, N. Starling, E. Thomas, L. Velde, C. Vander Vanlaer, P. Vannerom, D. Cornelis, T. Dobur, D. Khvastunov, I. Niedziela, M. Roskas, C. Tytgat, M. Verbeke, W. Vermassen, B. Vit, M. Bondu, O. Bruno, G. Caputo, C. David, P. Delaere, C. Delcourt, M. Giammanco, A. Lemaitre, V. Prisciandaro, J. Saggio, A. Marono, M. Vidal Vischia, P. Zobec, J. Alves, F. L. Alves, G. A. Silva, G. Correia Hensel, C. Moraes, A. Teles, P. Rebello Chagas, E. Belchior Batista Das Carvalho, W. Chinellato, J. Coelho, E. Da Costa, E. M. Da Silveira, G. G. De Jesus Damiao, D. De Oliveira Martins, C. De Souza, S. Fonseca Guativa, L. M. Huertas Malbouisson, H. Martins, J. Figueiredo, D. Matos Jaime, M. Medina De Almeida, M. Melo Herrera, C. Mora Mundim, L. Nogima, H. Da Silva, W. L. Prado Rosas, L. J. Sanchez Santoro, A. Sznajder, A. Thiel, M. Manganote, E. J. Tonelli Da Silva De Araujo, F. Torres Pereira, A. Vilela Bernardes, C. A. [UNESP] Calligaris, L. [UNESP] Tomei, T. R. Fernandez Perez [UNESP] Gregores, E. M. [UNESP] Lemos, D. S. [UNESP] Mercadante, P. G. [UNESP] Novaes, S. F. [UNESP] Padula, SandraS. [UNESP] Aleksandrov, A. Antchev, G. Hadjiiska, R. Iaydjiev, P. Misheva, M. Rodozov, M. 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author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author |
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Yerevan Physics Institute Institut für Hochenergiephysik Institute for Nuclear Problems Universiteit Antwerpen Vrije Universiteit Brussel Université Libre de Bruxelles Ghent University Université Catholique de Louvain Centro Brasileiro de Pesquisas Fisicas Universidade do Estado do Rio de Janeiro (UERJ) Universidade Estadual Paulista (UNESP) Bulgarian Academy of Sciences University of Sofia Beihang University Tsinghua University Institute of High Energy Physics Peking University Zhejiang University Universidad de Los Andes Universidad de Antioquia Mechanical Engineering and Naval Architecture Faculty of Science Institute Rudjer Boskovic University of Cyprus Charles University Escuela Politecnica Nacional Universidad San Francisco de Quito Egyptian Network of High Energy Physics National Institute of Chemical Physics and Biophysics University of Helsinki Helsinki Institute of Physics Lappeenranta University of Technology Université Paris-Saclay Institut Polytechnique de Paris IPHC UMR 7178 CNRS/IN2P3 Institut de Physique Nucléaire de Lyon Georgian Technical University Tbilisi State University I. Physikalisches Institut III. Physikalisches Institut A III. Physikalisches Institut B Deutsches Elektronen-Synchrotron University of Hamburg Karlsruher Institut fuer Technologie NCSR Demokritos National and Kapodistrian University of Athens National Technical University of Athens University of Ioánnina Eötvös Loránd University Wigner Research Centre for Physics Institute of Nuclear Research ATOMKI University of Debrecen Eszterhazy Karoly University Indian Institute of Science (IISc) HBNI Panjab University University of Delhi Indian Institute of Technology Madras Bhabha Atomic Research Centre Tata Institute of Fundamental Research-A Tata Institute of Fundamental Research-B Indian Institute of Science Education and Research (IISER) Institute for Research in Fundamental Sciences (IPM) University College Dublin Politecnico di Bari Università di Bologna Università di Catania Università di Firenze INFN Laboratori Nazionali di Frascati Università di Genova Università di Milano-Bicocca Università G. Marconi Università di Trento Università di Pavia Università di Perugia Scuola Normale Superiore di Pisa Sapienza Università di Roma Università del Piemonte Orientale Università di Trieste Kyungpook National University Institute for Universe and Elementary Particles Hanyang University Korea University Kyung Hee University Sejong University Seoul National University University of Seoul Sungkyunkwan University Riga Technical University Vilnius University Universiti Malaya Universidad de Sonora (UNISON) Centro de Investigacion y de Estudios Avanzados del IPN Universidad Iberoamericana Benemerita Universidad Autonoma de Puebla Universidad Autónoma de San Luis Potosí University of Montenegro University of Auckland University of Canterbury Quaid-I-Azam University Electronics and Telecommunications National Centre for Nuclear Research University of Warsaw Laboratório de Instrumentação e Física Experimental de Partículas Joint Institute for Nuclear Research Petersburg Nuclear Physics Institute Institute for Nuclear Research Institute for Theoretical and Experimental Physics named by A.I. Alikhanov of NRC ‘Kurchatov Institute’ Moscow Institute of Physics and Technology National Research Nuclear University ’Moscow Engineering Physics Institute’ (MEPhI) P.N. Lebedev Physical Institute Lomonosov Moscow State University Novosibirsk State University (NSU) Institute for High Energy Physics of National Research Centre ‘Kurchatov Institute’ National Research Tomsk Polytechnic University Tomsk State University University of Belgrade: Faculty of Physics and VINCA Institute of Nuclear Sciences Centro de Investigaciones Energéticas Medioambientales y Tecnológicas (CIEMAT) Universidad Autónoma de Madrid Instituto Universitario de Ciencias y Tecnologías Espaciales de Asturias (ICTEA) CSIC-Universidad de Cantabria University of Colombo University of Ruhuna European Organization for Nuclear Research Paul Scherrer Institut ETH Zurich - Institute for Particle Physics and Astrophysics (IPA) Universität Zürich National Central University National Taiwan University (NTU) Çukurova University Middle East Technical University Bogazici University Istanbul Technical University Istanbul University Institute for Scintillation Materials of National Academy of Science of Ukraine Kharkov Institute of Physics and Technology University of Bristol Rutherford Appleton Laboratory Imperial College Brunel University Baylor University Catholic University of America The University of Alabama Boston University Brown University Davis University of California Riverside Santa Barbara California Institute of Technology Carnegie Mellon University University of Colorado Boulder Cornell University Fermi National Accelerator Laboratory University of Florida Florida International University Florida State University Florida Institute of Technology University of Illinois at Chicago (UIC) The University of Iowa Johns Hopkins University The University of Kansas Kansas State University Lawrence Livermore National Laboratory University of Maryland Massachusetts Institute of Technology University of Minnesota University of Mississippi University of Nebraska-Lincoln State University of New York at Buffalo Northeastern University Northwestern University University of Notre Dame The Ohio State University Princeton University University of Puerto Rico Purdue University Purdue University Northwest Rice University University of Rochester The State University of New Jersey University of Tennessee Texas A&M University Texas Tech University Vanderbilt University University of Virginia Wayne State University University of Wisconsin - Madison CERN |
dc.contributor.author.fl_str_mv |
Sirunyan, A. M. Tumasyan, A. Adam, W. Ambrogi, F. Bergauer, T. Dragicevic, M. Erö, J. Valle, A. Escalante Del Flechl, M. Frühwirth, R. Jeitler, M. Krammer, N. Krätschmer, I. Liko, D. Madlener, T. Mikulec, I. Rad, N. Schieck, J. Schöfbeck, R. Spanring, M. Spitzbart, D. Waltenberger, W. Wulz, C. E. Zarucki, M. Drugakov, V. Mossolov, V. Gonzalez, J. Suarez Darwish, M. R. De Wolf, E. A. Croce, D. Di Janssen, X. Lelek, A. Pieters, M. Sfar, H. Rejeb Haevermaet, H. Van Mechelen, P. Van Putte, S. Van Remortel, N. Van Blekman, F. Bols, E. S. Chhibra, S. S. D’Hondt, J. De Clercq, J. Lontkovskyi, D. Lowette, S. Marchesini, I. Moortgat, S. Python, Q. Skovpen, K. Tavernier, S. Doninck, W. Van Mulders, P. Van Beghin, D. Bilin, B. Clerbaux, B. De Lentdecker, G. Delannoy, H. Dorney, B. Favart, L. Grebenyuk, A. Kalsi, A. K. Popov, A. Postiau, N. Starling, E. Thomas, L. Velde, C. Vander Vanlaer, P. Vannerom, D. Cornelis, T. Dobur, D. Khvastunov, I. Niedziela, M. Roskas, C. Tytgat, M. Verbeke, W. Vermassen, B. Vit, M. Bondu, O. Bruno, G. Caputo, C. David, P. Delaere, C. Delcourt, M. Giammanco, A. Lemaitre, V. Prisciandaro, J. Saggio, A. Marono, M. Vidal Vischia, P. Zobec, J. Alves, F. L. Alves, G. A. Silva, G. Correia Hensel, C. Moraes, A. Teles, P. Rebello Chagas, E. Belchior Batista Das Carvalho, W. Chinellato, J. Coelho, E. Da Costa, E. M. Da Silveira, G. G. De Jesus Damiao, D. De Oliveira Martins, C. De Souza, S. Fonseca Guativa, L. M. Huertas Malbouisson, H. Martins, J. Figueiredo, D. Matos Jaime, M. Medina De Almeida, M. Melo Herrera, C. Mora Mundim, L. Nogima, H. Da Silva, W. L. Prado Rosas, L. J. Sanchez Santoro, A. Sznajder, A. Thiel, M. Manganote, E. J. Tonelli Da Silva De Araujo, F. Torres Pereira, A. Vilela Bernardes, C. A. [UNESP] Calligaris, L. [UNESP] Tomei, T. R. Fernandez Perez [UNESP] Gregores, E. M. [UNESP] Lemos, D. S. [UNESP] Mercadante, P. G. [UNESP] Novaes, S. F. [UNESP] Padula, SandraS. [UNESP] Aleksandrov, A. Antchev, G. Hadjiiska, R. Iaydjiev, P. Misheva, M. Rodozov, M. Shopova, M. Sultanov, G. Bonchev, M. Dimitrov, A. Ivanov, T. Litov, L. Pavlov, B. Petkov, P. Fang, W. Gao, X. Yuan, L. Ahmad, M. Hu, Z. Wang, Y. Chen, G. M. Chen, H. S. Chen, M. Jiang, C. H. Leggat, D. Liao, H. Liu, Z. Spiezia, A. Tao, J. Yazgan, E. Zhang, H. Zhang, S. Zhao, J. Agapitos, A. Ban, Y. Chen, G. Levin, A. Li, J. Li, L. Li, Q. Mao, Y. Qian, S. J. Wang, D. Wang, Q. Xiao, M. Avila, C. Cabrera, A. Florez, C. Hernández, C. F. González Delgado, M. A. Segura Guisao, J. Mejia Alvarez, J. D. Ruiz González, C. A. Salazar Arbelaez, N. Vanegas Giljanović, D. Godinovic, N. Lelas, D. Puljak, I. Sculac, T. Antunovic, Z. Kovac, M. Brigljevic, V. Ferencek, D. Kadija, K. Mesic, B. Roguljic, M. Starodumov, A. Susa, T. Ather, M. W. Attikis, A. Erodotou, E. Ioannou, A. Kolosova, M. Konstantinou, S. Mavromanolakis, G. Mousa, J. Nicolaou, C. Ptochos, F. Razis, P. A. Rykaczewski, H. Tsiakkouri, D. Finger, M. Kveton, A. Tomsa, J. Ayala, E. Jarrin, E. Carrera Abdalla, H. Elgammal, S. Bhowmik, S. De Oliveira, A. Carvalho Antunes Dewanjee, R. K. Ehataht, K. Kadastik, M. Raidal, M. Veelken, C. Eerola, P. Forthomme, L. Kirschenmann, H. Osterberg, K. Voutilainen, M. Garcia, F. Havukainen, J. Heikkilä, J. K. Karimäki, V. Kim, M. S. Kinnunen, R. Lampén, T. Lassila-Perini, K. Laurila, S. Lehti, S. Lindén, T. Luukka, P. Mäenpää, T. Siikonen, H. Tuominen, E. Tuominiemi, J. Tuuva, T. Besancon, M. Couderc, F. Dejardin, M. Denegri, D. Fabbro, B. Faure, J. L. Ferri, F. Ganjour, S. Givernaud, A. Gras, P. de Monchenault, G. Hamel Jarry, P. Leloup, C. Lenzi, B. Locci, E. Malcles, J. Rander, J. Rosowsky, A. Sahin, M. Savoy-Navarro, A. Titov, M. Yu, G. B. Ahuja, S. Amendola, C. Beaudette, F. Busson, P. Charlot, C. Diab, B. Falmagne, G. de Cassagnac, R. Granier Kucher, I. Lobanov, A. Perez, C. Martin Nguyen, M. Ochando, C. Paganini, P. Rembser, J. Salerno, R. Sauvan, J. B. Sirois, Y. Zabi, A. Zghiche, A. Agram, J. L. Andrea, J. Bloch, D. Bourgatte, G. Brom, J. M. Chabert, E. C. Collard, C. Conte, E. Fontaine, J. C. Gelé, D. Goerlach, U. Jansová, M. Bihan, A.-C. Le Tonon, N. Hove, P. Van Gadrat, S. Beauceron, S. Bernet, C. Boudoul, G. Camen, C. Carle, A. Chanon, N. Chierici, R. Contardo, D. Depasse, P. Mamouni, H. El Fay, J. Gascon, S. Gouzevitch, M. Ille, B. Jain, Sa. Lagarde, F. Laktineh, I. B. Lattaud, H. Lesauvage, A. Lethuillier, M. Mirabito, L. Perries, S. Sordini, V. Torterotot, L. Touquet, G. Donckt, M. Vander Viret, S. Khvedelidze, A. Tsamalaidze, Z. Autermann, C. Feld, L. Klein, K. Lipinski, M. Meuser, D. Pauls, A. Preuten, M. Rauch, M. P. Schulz, J. Teroerde, M. Wittmer, B. Erdmann, M. Fischer, B. Ghosh, S. Hebbeker, T. Hoepfner, K. Keller, H. Mastrolorenzo, L. Merschmeyer, M. Meyer, A. Millet, P. Mocellin, G. Mondal, S. Mukherjee, S. Noll, D. Novak, A. Pook, T. Pozdnyakov, A. Quast, T. Radziej, M. Rath, Y. Reithler, H. Roemer, J. Schmidt, A. Schuler, S. C. Sharma, A. Wiedenbeck, S. Zaleski, S. Flügge, G. Ahmad, W. Haj Hlushchenko, O. Kress, T. Müller, T. Nowack, A. Pistone, C. Pooth, O. Roy, D. Sert, H. Stahl, A. Martin, M. Aldaya Asmuss, P. Babounikau, I. Bakhshiansohi, H. Beernaert, K. Behnke, O. Martínez, A. Bermúdez Bertsche, D. Anuar, A. A. Bin Borras, K. Botta, V. Campbell, A. Cardini, A. Connor, P. Rodríguez, S. Consuegra Contreras-Campana, C. Danilov, V. De Wit, A. Defranchis, M. M. Pardos, C. Diez Damiani, D. Domínguez Eckerlin, G. Eckstein, D. Eichhorn, T. Elwood, A. Eren, E. Gallo, E. Geiser, A. Grohsjean, A. Guthoff, M. Haranko, M. Harb, A. Jafari, A. Jomhari, N. Z. Jung, H. Kasem, A. Kasemann, M. Kaveh, H. Keaveney, J. Kleinwort, C. Knolle, J. Krücker, D. Lange, W. Lenz, T. Lidrych, J. Lipka, K. Lohmann, W. Mankel, R. Melzer-Pellmann, I. A. Meyer, A. B. Meyer, M. Missiroli, M. Mnich, J. Mussgiller, A. Myronenko, V. Adán, D. Pérez Pflitsch, S. K. Pitzl, D. Raspereza, A. Saibel, A. Savitskyi, M. Scheurer, V. Schütze, P. Schwanenberger, C. Shevchenko, R. Singh, A. Tholen, H. Turkot, O. Vagnerini, A. De Klundert, M. Van Walsh, R. Wen, Y. Wichmann, K. Wissing, C. Zenaiev, O. Zlebcik, R. Aggleton, R. Bein, S. Benato, L. Benecke, A. Blobel, V. Dreyer, T. Ebrahimi, A. Feindt, F. Fröhlich, A. Garbers, C. Garutti, E. Gonzalez, D. Gunnellini, P. Haller, J. Hinzmann, A. Karavdina, A. Kasieczka, G. Klanner, R. Kogler, R. Kovalchuk, N. Kurz, S. Kutzner, V. Lange, J. Lange, T. Malara, A. Multhaup, J. Niemeyer, C. E.N. Perieanu, A. Reimers, A. Rieger, O. Scharf, C. Schleper, P. Schumann, S. Schwandt, J. Sonneveld, J. Stadie, H. Steinbrück, G. Stober, F. M. Vormwald, B. Zoi, I. Akbiyik, M. Barth, C. Baselga, M. Baur, S. Berger, T. Butz, E. Caspart, R. Chwalek, T. De Boer, W. Dierlamm, A. Morabit, K. El Faltermann, N. Giffels, M. Goldenzweig, P. Gottmann, A. Harrendorf, M. A. Hartmann, F. Husemann, U. Kudella, S. Mitra, S. Mozer, M. U. Müller, D. Müller, Th. Musich, M. Nürnberg, A. Quast, G. Rabbertz, K. Schröder, M. Shvetsov, I. Simonis, H. J. Ulrich, R. Wassmer, M. Weber, M. Wöhrmann, C. Wolf, R. Anagnostou, G. Asenov, P. Daskalakis, G. Geralis, T. Kyriakis, A. Loukas, D. Paspalaki, G. Diamantopoulou, M. Karathanasis, G. Kontaxakis, P. Manousakis-katsikakis, A. Panagiotou, A. Papavergou, I. Saoulidou, N. Stakia, A. Theofilatos, K. Vellidis, K. Vourliotis, E. Bakas, G. Kousouris, K. Papakrivopoulos, I. Tsipolitis, G. Evangelou, I. Foudas, C. Gianneios, P. Katsoulis, P. Kokkas, P. Mallios, S. Manitara, K. Manthos, N. Papadopoulos, I. Strologas, J. Triantis, F. A. Tsitsonis, D. Bartók, M. Chudasama, R. Csanad, M. Major, P. Mandal, K. Mehta, A. Nagy, M. I. Pasztor, G. Surányi, O. Veres, G. I. Bencze, G. Hajdu, C. Horvath, D. Sikler, F. Vámi, T. Veszpremi, V. Vesztergombi, G. Beni, N. Czellar, S. Karancsi, J. Molnar, J. Szillasi, Z. Raics, P. Teyssier, D. Trocsanyi, Z. L. Ujvari, B. Csorgo, T. Metzger, W. J. Nemes, F. Novak, T. Choudhury, S. Komaragiri, J. R. Tiwari, P. C. Bahinipati, S. Kar, C. Kole, G. Mal, P. Bindhu, V. K. Muraleedharan Nair Nayak, A. Sahoo, D. K. Swain, S. K. Bansal, S. Beri, S. B. Bhatnagar, V. Chauhan, S. Chawla, R. Dhingra, N. Gupta, R. Kaur, A. Kaur, M. Kaur, S. Kumari, P. Lohan, M. Meena, M. Sandeep, K. Sharma, S. Singh, J. B. Virdi, A. K. Bhardwaj, A. Choudhary, B. C. Garg, R. B. Gola, M. Keshri, S. Kumar, Ashok Naimuddin, M. Priyanka, P. Ranjan, K. Shah, Aashaq Sharma, R. Bhardwaj, R. Bharti, M. Bhattacharya, R. Bhattacharya, S. Bhawandeep, U. Bhowmik, D. Dutta, S. Gomber, B. Maity, M. Mondal, K. Nandan, S. Purohit, A. Rout, P. K. Saha, G. Sarkar, S. Sarkar, T. Sharan, M. Singh, B. Thakur, S. Behera, P. K. Kalbhor, P. Muhammad, A. Pujahari, P. R. Sikdar, A. K. Dutta, D. Jha, V. Kumar, V. Mishra, D. K. Netrakanti, P. K. Pant, L. M. Shukla, P. Aziz, T. Bhat, M. A. Dugad, S. Mohanty, G. B. Sur, N. Verma, RavindraKumar Banerjee, S. Chatterjee, S. Das, P. Guchait, M. Karmakar, S. Kumar, S. Majumder, G. Mazumdar, K. Sahoo, N. Sawant, S. Dube, S. Kansal, B. Kapoor, A. Kothekar, K. Pandey, S. Rane, A. Rastogi, A. Chenarani, S. Tadavani, E. Eskandari Etesami, S. M. Khakzad, M. Najafabadi, M. Mohammadi Naseri, M. Hosseinabadi, F. Rezaei Felcini, M. Grunewald, M. Abbrescia, M. Aly, R. Calabria, C. Colaleo, A. Creanza, D. Cristella, L. De Filippis, N. De Palma, M. Florio, A. Di Elmetenawee, W. Fiore, L. Gelmi, A. Iaselli, G. Ince, M. Lezki, S. Maggi, G. Maggi, M. Merlin, J. A. Miniello, G. My, S. Nuzzo, S. Pompili, A. Pugliese, G. Radogna, R. Ranieri, A. Selvaggi, G. Silvestris, L. Simone, F. M. Venditti, R. Verwilligen, P. Abbiendi, G. Battilana, C. Bonacorsi, D. Borgonovi, L. Braibant-Giacomelli, S. Campanini, R. Capiluppi, P. Castro, A. Cavallo, F. R. Ciocca, C. Codispoti, G. Cuffiani, M. Dallavalle, G. M. Fabbri, F. Fanfani, A. Fontanesi, E. Giacomelli, P. Grandi, C. Guiducci, L. Iemmi, F. Meo, S. Lo Marcellini, S. Masetti, G. Navarria, F. L. Perrotta, A. Primavera, F. Rossi, A. M. Rovelli, T. Siroli, G. P. Tosi, N. Albergo, S. Costa, S. Mattia, A. Di Potenza, R. Tricomi, A. Tuve, C. Barbagli, G. Cassese, A. Ceccarelli, R. Ciulli, V. Civinini, C. D’Alessandro, R. Fiori, F. Focardi, E. Latino, G. Lenzi, P. Meschini, M. Paoletti, S. Sguazzoni, G. Viliani, L. Benussi, L. Bianco, S. Piccolo, D. Bozzo, M. Ferro, F. Mulargia, R. Robutti, E. Tosi, S. Benaglia, A. Beschi, A. Brivio, F. Ciriolo, V. Dinardo, M. E. Dini, P. Gennai, S. Ghezzi, A. Govoni, P. Guzzi, L. Malberti, M. Malvezzi, S. Menasce, D. Monti, F. Moroni, L. Paganoni, M. Pedrini, D. Ragazzi, S. de Fatis, T. Tabarelli Zuolo, D. Buontempo, S. Cavallo, N. De Iorio, A. Crescenzo, A. Di Fabozzi, F. Fienga, F. Galati, G. Iorio, A. O.M. Lista, L. Meola, S. Paolucci, P. Rossi, B. Sciacca, C. Voevodina, E. Azzi, P. Bacchetta, N. Bisello, D. Boletti, A. Bragagnolo, A. Carlin, R. Checchia, P. De Castro Manzano, P. Dorigo, T. Dosselli, U. Gasparini, F. Gasparini, U. Gozzelino, A. Hoh, S. Y. Lujan, P. Margoni, M. Meneguzzo, A. T. Pazzini, J. Presilla, M. Ronchese, P. Rossin, R. Simonetto, F. Tiko, A. Tosi, M. Zanetti, M. Zotto, P. Zumerle, G. Braghieri, A. Fiorina, D. Montagna, P. Ratti, S. P. Re, V. Ressegotti, M. Riccardi, C. Salvini, P. Vai, I. Vitulo, P. Biasini, M. Bilei, G. M. Ciangottini, D. Fanò, L. Lariccia, P. Leonardi, R. Manoni, E. Mantovani, G. Mariani, V. Menichelli, M. Rossi, A. Santocchia, A. Spiga, D. Androsov, K. Azzurri, P. Bagliesi, G. Bertacchi, V. Bianchini, L. Boccali, T. Castaldi, R. Ciocci, M. A. Dell’Orso, R. Donato, S. Fedi, G. Giannini, L. Giassi, A. Grippo, M. T. Ligabue, F. Manca, E. Mandorli, G. Messineo, A. Palla, F. Rizzi, A. Rolandi, G. Chowdhury, S. Roy Scribano, A. Spagnolo, P. Tenchini, R. Tonelli, G. Turini, N. Venturi, A. Verdini, P. G. Cavallari, F. Cipriani, M. Re, D. Del Marco, E. Di Diemoz, M. Longo, E. Meridiani, P. Organtini, G. Pandolfi, F. Paramatti, R. Quaranta, C. Rahatlou, S. Rovelli, C. Santanastasio, F. Soffi, L. Amapane, N. Arcidiacono, R. Argiro, S. Arneodo, M. Bartosik, N. Bellan, R. Bellora, A. Biino, C. Cappati, A. Cartiglia, N. Cometti, S. Costa, M. Covarelli, R. Demaria, N. Kiani, B. Legger, F. Mariotti, C. Maselli, S. Migliore, E. Monaco, V. Monteil, E. Monteno, M. Obertino, M. M. Ortona, G. Pacher, L. Pastrone, N. Pelliccioni, M. Angioni, G. L. Pinna Romero, A. Ruspa, M. Salvatico, R. Sola, V. Solano, A. Soldi, D. Staiano, A. Trocino, D. Belforte, S. Candelise, V. Casarsa, M. Cossutti, F. Da Rold, A. Ricca, G. Della Vazzoler, F. Zanetti, A. Kim, B. Kim, D. H. Kim, G. N. Lee, J. Lee, S. W. Moon, C. S. Oh, Y. D. Pak, S. I. Sekmen, S. Son, D. C. Yang, Y. C. Kim, H. Moon, D. H. Oh, G. Francois, B. Kim, T. J. Park, J. Cho, S. Choi, S. Go, Y. Ha, S. Hong, B. Lee, K. Lee, K. S. Lim, J. Park, S. K. Roh, Y. Yoo, J. Goh, J. Kim, H. S. Almond, J. Bhyun, J. H. Choi, J. Jeon, S. Kim, J. Kim, J. S. Lee, H. Lee, S. Nam, K. Oh, M. Oh, S. B. Radburn-Smith, B. C. Yang, U. K. Yoo, H. D. Yoon, I. Jeon, D. Kim, J. H. Lee, J. S.H. Park, I. C. Watson, I. J. Choi, Y. Hwang, C. Jeong, Y. Lee, Y. Yu, I. Veckalns, V. Dudenas, V. Juodagalvis, A. Rinkevicius, A. Tamulaitis, G. Vaitkus, J. Ibrahim, Z. A. Idris, F. Mohamad Abdullah, W. A. T. Wan Yusli, M. N. Zolkapli, Z. Benitez, J. F. Hernandez, A. Castaneda Quijada, J. A. Murillo Palomo, L. Valencia Castilla-Valdez, H. De La Cruz-Burelo, E. La Cruz, I. Heredia-De Lopez-Fernandez, R. Sanchez-Hernandez, A. Moreno, S. Carrillo Barrera, C. Oropeza Ramirez-Garcia, M. Valencia, F. Vazquez Eysermans, J. Pedraza, I. Ibarguen, H. A. Salazar Estrada, C. Uribe Pineda, A. Morelos Mijuskovic, J. Raicevic, N. Krofcheck, D. Bheesette, S. Butler, P. H. Ahmad, A. Hassan, Q. Hoorani, H. R. Khan, W. A. Shah, M. A. Shoaib, M. Waqas, M. Avati, V. Grzanka, L. Malawski, M. Bialkowska, H. Bluj, M. Boimska, B. Górski, M. Kazana, M. Szleper, M. Zalewski, P. Bunkowski, K. Byszuk, A. Doroba, K. Kalinowski, A. Konecki, M. Krolikowski, J. Olszewski, M. Walczak, M. Araujo, M. Bargassa, P. Bastos, D. Francesco, A. Di Faccioli, P. Galinhas, B. 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J. Bainbridge, R. Bloch, P. Borg, J. Breeze, S. Buchmuller, O. Bundock, A. Chahal, GurpreetSingh Colling, D. Dauncey, P. Davies, G. Negra, M. Della Maria, R. Di Everaerts, P. Hall, G. Iles, G. Komm, M. Lyons, L. Magnan, A. M. Malik, S. Martelli, A. Milosevic, V. Morton, A. Nash, J. Palladino, V. Pesaresi, M. Raymond, D. M. Richards, A. Rose, A. Scott, E. Seez, C. Shtipliyski, A. Stoye, M. Strebler, T. Tapper, A. Uchida, K. Virdee, T. Wardle, N. Winterbottom, D. Zecchinelli, A. G. Zenz, S. C. Cole, J. E. Hobson, P. R. Khan, A. Kyberd, P. Mackay, C. K. Reid, I. D. Teodorescu, L. Zahid, S. Call, K. Caraway, B. Dittmann, J. Hatakeyama, K. Madrid, C. McMaster, B. Pastika, N. Smith, C. Bartek, R. Dominguez, A. Uniyal, R. Hernandez, A. M. Vargas Buccilli, A. Cooper, S. I. Henderson, C. Rumerio, P. West, C. Albert, A. Arcaro, D. Demiragli, Z. Gastler, D. Richardson, C. Rohlf, J. Sperka, D. Suarez, I. Sulak, L. Zou, D. Benelli, G. Burkle, B. Coubez, X. Cutts, D. Duh, Y. t. Hadley, M. 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Freeman, J. Gecse, Z. Gottschalk, E. Gray, L. Green, D. Grünendahl, S. Gutsche, O. Hall, AllisonReinsvold Hanlon, J. Harris, R. M. Hasegawa, S. Heller, R. Hirschauer, J. Jayatilaka, B. Jindariani, S. Johnson, M. Joshi, U. Klijnsma, T. Klima, B. Kortelainen, M. J. Kreis, B. Lammel, S. Lewis, J. Lincoln, D. Lipton, R. Liu, M. Liu, T. Lykken, J. Maeshima, K. Marraffino, J. M. Mason, D. McBride, P. Merkel, P. Mrenna, S. Nahn, S. O’Dell, V. Papadimitriou, V. Pedro, K. Pena, C. Rakness, G. Ravera, F. Ristori, L. Schneider, B. Sexton-Kennedy, E. Smith, N. Soha, A. Spalding, W. J. Spiegel, L. Stoynev, S. Strait, J. Strobbe, N. Taylor, L. Tkaczyk, S. Tran, N. V. Uplegger, L. Vaandering, E. W. Vernieri, C. Vidal, R. Wang, M. Weber, H. A. Acosta, D. Avery, P. Bourilkov, D. Brinkerhoff, A. Cadamuro, L. Cherepanov, V. Errico, F. Field, R. D. Gleyzer, S. V. Guerrero, D. Joshi, B. M. Kim, M. Konigsberg, J. Korytov, A. Lo, K. H. Matchev, K. Menendez, N. Mitselmakher, G. Rosenzweig, D. Shi, K. 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Mcbrayer, W. Minafra, N. Murray, M. Rogan, C. Royon, C. Sanders, S. Schmitz, E. Takaki, J. D. Tapia Williams, J. Wilson, G. Duric, S. Ivanov, A. Kaadze, K. Kim, D. Maravin, Y. Mendis, D. R. Mitchell, T. Modak, A. Mohammadi, A. Rebassoo, F. Wright, D. Baden, A. Baron, O. Belloni, A. Eno, S. C. Feng, Y. Hadley, N. J. Jabeen, S. Jeng, G. Y. Kellogg, R. G. Mignerey, A. C. Nabili, S. Ricci-Tam, F. Seidel, M. Shin, Y. H. Skuja, A. Tonwar, S. C. Wong, K. Abercrombie, D. Allen, B. Baty, A. Bi, R. Brandt, S. Busza, W. Cali, I. A. D’Alfonso, M. Ceballos, G. Gomez Goncharov, M. Harris, P. Hsu, D. Hu, M. Klute, M. Kovalskyi, D. Lee, Y. J. Luckey, P. D. Maier, B. Marini, A. C. Mcginn, C. Mironov, C. Narayanan, S. Niu, X. Paus, C. Rankin, D. Roland, C. Roland, G. Shi, Z. Stephans, G. S.F. Sumorok, K. Tatar, K. Velicanu, D. Wang, T. W. Wyslouch, B. Chatterjee, R. M. Evans, A. Guts, S. Hansen, P. Hiltbrand, J. Jain, Sh. Kubota, Y. Lesko, Z. Mans, J. Revering, M. Rusack, R. Saradhy, R. Schroeder, N. 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Trembath-reichert, S. |
dc.subject.por.fl_str_mv |
b jets CMS Deep learning Higgs boson Jet energy Jet resolution |
topic |
b jets CMS Deep learning Higgs boson Jet energy Jet resolution |
description |
We describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton–proton collisions at an energy of s=13TeV at the CERN LHC. The algorithm is trained on a large sample of simulated b jets and validated on data recorded by the CMS detector in 2017 corresponding to an integrated luminosity of 41 fb-1. A multivariate regression algorithm based on a deep feed-forward neural network employs jet composition and shape information, and the properties of reconstructed secondary vertices associated with the jet. The results of the algorithm are used to improve the sensitivity of analyses that make use of b jets in the final state, such as the observation of Higgs boson decay to b b ¯. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-12-01 2022-05-01T02:51:13Z 2022-05-01T02:51:13Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://dx.doi.org/10.1007/s41781-020-00041-z Computing and Software for Big Science, v. 4, n. 1, 2020. 2510-2044 http://hdl.handle.net/11449/233073 10.1007/s41781-020-00041-z 2-s2.0-85097776096 |
url |
http://dx.doi.org/10.1007/s41781-020-00041-z http://hdl.handle.net/11449/233073 |
identifier_str_mv |
Computing and Software for Big Science, v. 4, n. 1, 2020. 2510-2044 10.1007/s41781-020-00041-z 2-s2.0-85097776096 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Computing and Software for Big Science |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.source.none.fl_str_mv |
Scopus reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
institution |
UNESP |
reponame_str |
Repositório Institucional da UNESP |
collection |
Repositório Institucional da UNESP |
repository.name.fl_str_mv |
Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
repository.mail.fl_str_mv |
repositoriounesp@unesp.br |
_version_ |
1834483940140777472 |