A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution.
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DeminaJ L DulembaC FallonT FerbelM GalantiA Garcia-BellidoO HindrichsA KhukhunaishviliE RankenR TausB ChiaritoJ P ChouA GandrakotaY GershteinE HalkiadakisA HartM HeindlE HughesS KaplanI LaflotteA LathR MontalvoK NashM OshersonH SakaS SalurS SchnetzerS SomalwarR StoneS ThomasH AcharyaA G DelannoyS SpanierO BouhaliM DalchenkoM De MattiaA DelgadoS DildickR EusebiJ GilmoreT HuangT KamonH KimS LuoS MalhotraD MarleyR MuellerD OvertonL PernièD RathjensA SafonovN AkchurinJ DamgovF De GuioV HegdeS KunoriK LamichhaneS W LeeT MengkeS MuthumuniT PeltolaS UndleebI VolobouevZ WangA WhitbeckS GreeneA GurrolaR JanjamW JohnsC MaguireA MeloH NiK PadekenF RomeoP SheldonS TuoJ VelkovskaM VerweijM W ArentonP BarriaB CoxG CummingsJ HakalaR HiroskyM JoyceA LedovskoyC NeuB TannenwaldY WangE WolfeF XiaR HarrP E KarchinN PoudyalJ SturdyP ThapaT BoseJ BuchananC CaillolDuncan CarlsmithS DasuI De BruynL DoddC GalloniH HeM HerndonA HervéU HussainA LanaroA LoeligerK LongR LovelessJ Madhusudanan SreekalaD PinnaT RugglesA SavinV SharmaW H SmithD TeagueS Trembath-Reichertnull nullPublished in: Computing and software for big science (2020)
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 = 13 TeV 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 ¯ .