Performance of top-quark andW-boson tagging with ATLAS inRun 2 of the LHC
dc.contributor.author | Çakır, Orhan | |
dc.contributor.author | Duran Yıldız, Hatice | |
dc.contributor.department | Fen Fakültesi | tr_TR |
dc.date.accessioned | 2020-03-18T16:58:56Z | |
dc.date.available | 2020-03-18T16:58:56Z | |
dc.date.issued | 2019 | |
dc.description.abstract | The performance of identification algorithms (“taggers”) for hadronically decaying top quarks and W bosons in pp collisions at s = 13 TeV recorded by the ATLAS experiment at the Large Hadron Collider is presented. A set of techniques based on jet shape observables are studied to determine a set of optimal cut-based taggers for use in physics analyses. The studies are extended to assess the utility of combinations of substructure observables as a multivariate tagger using boosted decision trees or deep neural networks in comparison with taggers based on two-variable combinations. In addition, for highly boosted top-quark tagging, a deep neural network based on jet constituent inputs as well as a re-optimisation of the shower deconstruction technique is presented. The performance of these taggers is studied in data collected during 2015 and 2016 corresponding to 36.1 fb - 1 for the tt¯ and γ+ jet and 36.7 fb - 1 for the dijet event topologies. | tr_TR |
dc.description.index | wos | |
dc.description.index | Scopus | |
dc.identifier.endpage | 54 | tr_TR |
dc.identifier.issn/e-issn | 1434-6044 | |
dc.identifier.issn/e-issn | 1434-6052 | |
dc.identifier.issue | 5 | tr_TR |
dc.identifier.other | 375 | tr_TR |
dc.identifier.startpage | 01 | tr_TR |
dc.identifier.uri | https://doi.org/10.1140/epjc/s10052-019-6847-8 | tr_TR |
dc.identifier.uri | http://hdl.handle.net/20.500.12575/70736 | |
dc.identifier.volume | 79 | tr_TR |
dc.language.iso | en | tr_TR |
dc.relation.isversionof | 10.1140/epjc/s10052-019-6847-8 | tr_TR |
dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | tr_TR |
dc.title | Performance of top-quark andW-boson tagging with ATLAS inRun 2 of the LHC | tr_TR |
dc.type | Article | tr_TR |