Measurement of the inclusive t¯t production cross section in the lepton + jets channel in pp collisions at √s=7 TeV with the ATLAS detector using support vector machines

Abstract

A measurement of the top quark pair-production cross section in the lepton + jets decay channel is presented. It is based on 4.6 fb - 1 of s = 7 TeV p p collision data collected during 2011 by the ATLAS experiment at the CERN Large Hadron Collider. A three-class, multidimensional event classifier based on support vector machines is used to differentiate t t ¯ events from backgrounds. The t t ¯ production cross section is found to be σ t t ¯ = 168.5 ± 0.7 ( stat ) - 5.9 + 6.2 ( syst ) - 3.2 + 3.4 ( lumi ) pb . The result is consistent with the Standard Model prediction based on QCD calculations at next-to-next-to-leading order.

Metadata

Item Type:	Article
Authors/Creators:	Aaboud, M. Aad, G. https://orcid.org/0000-0002-6665-4934 Abbott, B. https://orcid.org/0000-0002-5888-2734 Abbott, D.C. https://orcid.org/0000-0002-7248-3203 Abhayasinghe, D.K. https://orcid.org/0000-0002-2987-4006 Abidi, S.H. https://orcid.org/0000-0002-8496-9294 AbouZeid, O.S. https://orcid.org/0000-0002-8279-9324 Abraham, N.L. Abramowicz, H. https://orcid.org/0000-0001-5329-6640 Abreu, H. https://orcid.org/0000-0002-1599-2896 Abulaiti, Y. https://orcid.org/0000-0003-0403-3697 Acharya, B.S. https://orcid.org/0000-0002-8588-9157 Adachi, S. https://orcid.org/0000-0002-0400-7555 Adam, L. https://orcid.org/0000-0001-6005-2812 Adam Bourdarios, C. https://orcid.org/0000-0002-2634-4958 Adamczyk, L. https://orcid.org/0000-0002-5859-2075 Adamek, L. https://orcid.org/0000-0003-1562-3502 Adelman, J. https://orcid.org/0000-0002-1041-3496 Adersberger, M. Adiguzel, A. https://orcid.org/0000-0001-6644-0517 Adye, T. https://orcid.org/0000-0003-0627-5059 Affolder, A.A. https://orcid.org/0000-0002-9058-7217 Afik, Y. https://orcid.org/0000-0001-8102-356X Agapopoulou, C. https://orcid.org/0000-0002-2368-0147 Agaras, M.N. https://orcid.org/0000-0002-4355-5589 Aggarwal, A. https://orcid.org/0000-0002-1922-2039 Agheorghiesei, C. https://orcid.org/0000-0003-3695-1847 Aguilar-Saavedra, J.A. https://orcid.org/0000-0002-5475-8920 Ahmadov, F. https://orcid.org/0000-0003-3644-540X Aielli, G. https://orcid.org/0000-0002-0573-8114 Akatsuka, S. https://orcid.org/0000-0002-1681-6405 Åkesson, T.P.A. https://orcid.org/0000-0003-4141-5408 Akilli, E. https://orcid.org/0000-0003-1309-5937 Akimov, A.V. https://orcid.org/0000-0002-2846-2958 Al Khoury, K. https://orcid.org/0000-0002-0547-8199 Alberghi, G.L. https://orcid.org/0000-0003-2388-987X Albert, J. https://orcid.org/0000-0003-0253-2505 Alconada Verzini, M.J. https://orcid.org/0000-0003-2212-7830 Alderweireldt, S. https://orcid.org/0000-0002-8224-7036 Aleksa, M. https://orcid.org/0000-0002-1936-9217 Aleksandrov, I.N. https://orcid.org/0000-0001-7381-6762 Alexa, C. https://orcid.org/0000-0003-0922-7669 Alexandre, D. 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Copyright, Publisher and Additional Information:	© 2023 CERN, for the ATLAS Collaboration. This is an Open Access article distributed under the terms of the Creative Commons Attribution Licence (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Dates:	Published: 18 August 2023 Published (online): 18 August 2023 Accepted: 14 March 2023
Institution:	The University of Sheffield
Academic Units:	The University of Sheffield > Faculty of Science (Sheffield) > Department of Physics and Astronomy (Sheffield)
Depositing User:	Symplectic Sheffield
Date Deposited:	28 Nov 2023 16:56
Last Modified:	28 Nov 2023 16:56
Published Version:	http://dx.doi.org/10.1103/physrevd.108.032014
Status:	Published
Publisher:	American Physical Society (APS)
Refereed:	Yes
Identification Number:	10.1103/physrevd.108.032014
Open Archives Initiative ID (OAI ID):	oai:eprints.whiterose.ac.uk:205891

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Measurement of the inclusive t¯t production cross section in the lepton + jets channel in pp collisions at √s=7 TeV with the ATLAS detector using support vector machines

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