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A new calibration method for charm jet identification validated with proton-proton collision events at √s = 13TeV

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dc.contributor.author SIRUNYAN A.M.
dc.contributor.author TUMASYAN A.
dc.contributor.author ADAM W.
dc.contributor.author AMBROGI F.
dc.contributor.author BERGAUER T.
dc.contributor.author DRAGICEVIC M.
dc.contributor.author ERÖ J.
dc.contributor.author ESCALANTE DEL VALLE A.
dc.contributor.author FRÜHWIRTH R.
dc.contributor.author JEITLER M.
dc.contributor.author KRAMMER N.
dc.contributor.author LECHNER L.
dc.contributor.author LIKO D.
dc.contributor.author MADLENER T.
dc.contributor.author MIKULEC I.
dc.contributor.author PITTERS F.M.
dc.contributor.author RAD N.
dc.contributor.author SCHIECK J.
dc.contributor.author SCHÖFBECK R.
dc.contributor.author SPANRING M.
dc.contributor.author TEMPL S.
dc.contributor.author WALTENBERGER W.
dc.contributor.author WULZ C.-E.
dc.contributor.author ZARUCKI M.
dc.contributor.author CHEKHOVSKY V.
dc.contributor.author LITOMIN A.
dc.contributor.author MAKARENKO V.
dc.contributor.author SUAREZ GONZALEZ J.
dc.contributor.author DARWISH M.R.
dc.contributor.author DE WOLF E.A.
dc.contributor.author DI CROCE D.
dc.contributor.author JANSSEN X.
dc.contributor.author KELLO T.
dc.contributor.author LELEK A.
dc.contributor.author PIETERS M.
dc.contributor.author REJEB SFAR H.
dc.contributor.author VAN HAEVERMAET H.
dc.contributor.author VAN MECHELEN P.
dc.contributor.author VAN PUTTE S.
dc.contributor.author VAN REMORTEL N.
dc.contributor.author BLEKMAN F.
dc.contributor.author BOLS E.S.
dc.contributor.author CHHIBRA S.S.
dc.contributor.author D'HONDT J.
dc.contributor.author DE CLERCQ J.
dc.contributor.author LONTKOVSKYI D.
dc.contributor.author LOWETTE S.
dc.contributor.author MARCHESINI I.
dc.contributor.author MOORTGAT S.
dc.contributor.author MORTON A.
dc.contributor.author PYTHON Q.
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dc.contributor.author VAN DONINCK W.
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dc.contributor.author BEGHIN D.
dc.contributor.author BILIN B.
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dc.contributor.author DE LENTDECKER G.
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dc.contributor.author MELO A.
dc.contributor.author NI H.
dc.contributor.author PADEKEN K.
dc.contributor.author ROMEO F.
dc.contributor.author SHELDON P.
dc.contributor.author TUO S.
dc.contributor.author VELKOVSKA J.
dc.contributor.author VERWEIJ M.
dc.contributor.author ARENTON M.W.
dc.contributor.author COX B.
dc.contributor.author CUMMINGS G.
dc.contributor.author HAKALA J.
dc.contributor.author HIROSKY R.
dc.contributor.author JOYCE M.
dc.contributor.author LEDOVSKOY A.
dc.contributor.author LI A.
dc.contributor.author NEU C.
dc.contributor.author TANNENWALD B.
dc.contributor.author WANG Y.
dc.contributor.author WOLFE E.
dc.contributor.author XIA F.
dc.contributor.author KARCHIN P.E.
dc.contributor.author POUDYAL N.
dc.contributor.author THAPA P.
dc.contributor.author BLACK K.
dc.contributor.author BOSE T.
dc.contributor.author BUCHANAN J.
dc.contributor.author CAILLOL C.
dc.contributor.author DASU S.
dc.contributor.author DE BRUYN I.
dc.contributor.author EVERAERTS P.
dc.contributor.author GALLONI C.
dc.contributor.author HE H.
dc.contributor.author HERNDON M.
dc.contributor.author HERVÉ A.
dc.contributor.author HUSSAIN U.
dc.contributor.author LANARO A.
dc.contributor.author LOELIGER A.
dc.contributor.author LOVELESS R.
dc.contributor.author MADHUSUDANAN SREEKALA J.
dc.contributor.author MALLAMPALLI A.
dc.contributor.author PINNA D.
dc.contributor.author RUGGLES T.
dc.contributor.author SAVIN A.
dc.contributor.author SHANG V.
dc.contributor.author SHARMA V.
dc.contributor.author SMITH W.H.
dc.contributor.author TEAGUE D.
dc.contributor.author TREMBATH-REICHERT S.
dc.contributor.author VETENS W.
dc.contributor.author THE CMS COLLABORATION
dc.date.accessioned 2023-03-17T04:37:06Z
dc.date.available 2023-03-17T04:37:06Z
dc.date.issued 2022
dc.identifier.citation Journal of Instrumentation,17(3) en_US
dc.identifier.issn 17480221
dc.identifier.uri https://dx.doi.org/10.1088/1748-0221/17/03/P03014
dc.identifier.uri http://localhost:8080/xmlui/handle/100/37525
dc.description.abstract Many measurements at the lhc require efficient identification of heavy-flavour jets, i.e. Jets originating from bottom (b) or charm (c) quarks. An overview of the algorithms used to identify c jets is described and a novel method to calibrate them is presented. This new method adjusts the entire distributions of the outputs obtained when the algorithms are applied to jets of different flavours. It is based on an iterative approach exploiting three distinct control regions that are enriched with either b jets, c jets, or light-flavour and gluon jets. Results are presented in the form of correction factors evaluated using proton-proton collision data with an integrated luminosity of 41.5 fb−1 at √s = 13 tev, collected by the cms experiment in 2017. The closure of the method is tested by applying the measured correction factors on simulated data sets and checking the agreement between the adjusted simulation and collision data. Furthermore, a validation is performed by testing the method on pseudodata, which emulate various mismodelling conditions. The calibrated results enable the use of the full distributions of heavy-flavour identification algorithm outputs, e.g. As inputs to machine-learning models. Thus, they are expected to increase the sensitivity of future physics analyses. © 2022 cern for the benefit of the cms collaboration en_US
dc.language.iso English en_US
dc.publisher Institute of Physics en_US
dc.subject LARGE DETECTOR-SYSTEMS PERFORMANCE en_US
dc.subject PATTERN RECOGNITION, CLUSTER FINDING, CALIBRATION AND FITTING METHODS en_US
dc.subject.other Calibration en_US
dc.subject.other Iterative methods en_US
dc.subject.other Machine learning en_US
dc.subject.other Calibration method en_US
dc.subject.other Charm+ en_US
dc.subject.other Detector systems en_US
dc.subject.other Fitting method en_US
dc.subject.other Heavy flavours en_US
dc.subject.other Large detector-system performance en_US
dc.subject.other Large detectors en_US
dc.subject.other Pattern recognition, cluster finding, calibration and fitting method en_US
dc.subject.other Proton proton collisions en_US
dc.subject.other Systems performance en_US
dc.subject.other Pattern recognition en_US
dc.title A new calibration method for charm jet identification validated with proton-proton collision events at √s = 13TeV en_US
dc.type Article en_US


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