Performance of top-quark and W-boson tagging with ATLAS in Run 2 of the LHC

Aaboud, M; Aad, G; Abbott, B; Abdinov, O; Abeloos, B; Abhayasinghe, Dk; Abidi, Sh; Abouzeid, Os; Abraham, Nl; Abramowicz, H; Abreu, H; Abulaiti, Y; Acharya, Bs; Adachi, S; Adamczyk, L; Adelman, J; Adersberger, M; Adiguzel, A; Adye, T; Affolder, Aa; Afik, Y; Agheorghiesei, C; Aguilar-Saavedra, Ja; Ahmadov, F; Aielli, G; Akatsuka, S; Tpa, Akesson; Akilli, E; Akimov, Av; Alberghi, Gl; Albert, J; Albicocco, P; Verzini, Mj; Alderweireldt, S; Aleksa, M; Aleksandrov, In; Alexa, C; Alexopoulos, T; Alhroob, M; Ali, B; Alimonti, G; Alison, J; Alkire, Sp; Allaire, C; Bmm, Allbrooke; Allen, Bw; Allport, Pp; Aloisio, A; Alonso, A; Alonso, F; Alpigiani, C; Alshehri, Aa; Alstaty, Mi; Gonzalez, Ba; Piqueras, D; Alviggi, Mg; Amadio, Bt; Coutinho, Y; Ambroz, L; Amelung, C; Amidei, D; Dos Santos Sp,; Amoroso, S; Amrouche, Cs; Anastopoulos, C; Ancu, Ls; Andari, N; Andeen, T; Anders, Cf; Anders, Jk; Anderson, Kj; Andreazza, A; Andrei, V; Anelli, Cr; Angelidakis, S; Angelozzi, I; Angerami, A; Anisenkov, Av; 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Leroy, C; Les, R; Aaj, Lesage; Lester, Cg; Levchenko, M; Leveque, J; Levin, D; Levinson, Lj; Lewis, D; B, Li; Cq, Li; H, Li; L, Li; Q, Li; Qy, Li; S, Li; X, Li; Y, Li; Liang, Z; Liberti, B; Liblong, A; Lie, K; Liem, S; Limosani, A; Lin, Cy; Lin, K; Lin, Th; Linck, Ra; Lindon, Jh; Lindquist, Be; Lionti, Al; Lipeles, E; Lipniacka, A; Lisovyi, M; Liss, Tm; Lister, A; Litke, Am; Little, Jd; Liu, B; Liu, Bl; Liu, Hb; Liu, H; Liu, Jb; Jkk, Liu; Liu, K; Liu, M; Liu, P; Liu, Y; Liu, Yl; Liu, Yw; Livan, M; Lleres, A; Merino, Jl; Lloyd, Sl; Cy, Lo; Sterzo, Fl; Lobodzinska, Em; Loch, P; Lohse, T; Lohwasser, K; Lokajicek, M; Long, Ba; Long, Jd; Long, Re; Longo, L; Looper, Ka; Lopez, Ja; Paz, Il; Solis, Al; Lorenz, J; Martinez, Nl; Losada, M; Losel, Pj; Losle, A; Lou, X; Lou, X; Lounis, A; Love, J; Love, Pa; Jjl, Bahilo; H, Lu; M, Lu; N, Lu; Yj, Lu; Lubatti, Hj; Luci, C; Lucotte, A; Luedtke, C; Luehring, F; Luise, I; Luminari, L; Lund-Jensen, B; Lutz, Ms; Luzi, Pm; Lynn, D; Lysak, R; Lytken, E; Lyu, F; 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Masubuchi, T; Mattig, P; Maurer, J; Macek, B; Maxfield, Sj; Maximov, Da; Mazini, R; Maznas, I; Mazza, Sm; Mcfadden, Nc; Mc Goldrick, G; Mc Kee Sp,; Mccarn, A; Mccarthy, Tg; Mcclymont, Li; Mcdonald, Ef; Mcfayden, Ja; Mchedlidze, G; Mckay, Ma; Mclean, Kd; Mcmahon, Sj; Mcnamara, Pc; Mcnicol, Cj; Mcpherson, Ra; Mdhluli, Je; Meadows, Za; Meehan, S; Megy, Tm; Mehlhase, S; Mehta, A; Meideck, T; Meirose, B; Melini, D; Brm, Garcia; Mellenthin, Jd; Melo, M; Meloni, F; Melzer, A; Menary, Sb; Edm, Gouveia; Meng, L; Meng, Xt; Mengarelli, A; Menke, S; Meoni, E; Mergelmeyer, S; Merlassino, C; Mermod, P; Merola, L; Meroni, C; Merritt, Fs; Messina, A; Metcalfe, J; Mete, As; Meyer, C; Meyer, J; Meyer, Jp; Zu Theenhausen Hm,; Miano, F; Middleton, Rp; Mijovic, L; Mikenberg, G; Mikestikova, M; Mikuz, M; Milesi, M; Milic, A; Millar, Da; Miller, Dw; Milov, A; Milstead, Da; Minaenko, Aa; Moya, Mm; Minashvili, Ia; Mincer, Ai; Mindur, B; Mineev, M; Minegishi, Y; Ming, Y; Mir, Lm; Mirto, A; Mistry, Kp; Mitani, T; 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doi:10.1140/epjc/s10052-019-6847-8

The performance of identification algorithms (taggers) for hadronically decaying top quarks and W bosons in pp collisions at = 13TeV 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 36.1fb-1 for the tt and +jet and 36.7-1 for the dijet event topologies.

Performance of top-quark and W-boson tagging with ATLAS in Run 2 of the LHC / Aaboud, M., Aad, G., Abbott, B., Abdinov, O., Abeloos, B., Abhayasinghe, D.k., Abidi, S.h., Abouzeid, O.s., Abraham, N.l., Abramowicz, H., Abreu, H., Abulaiti, Y., Acharya, B.s., Adachi, S., Adamczyk, L., Adelman, J., Adersberger, M., Adiguzel, A., Adye, T., Affolder, A.a., et al.. - In: THE EUROPEAN PHYSICAL JOURNAL. C, PARTICLES AND FIELDS. - ISSN 1434-6044. - 79:5(2019). [10.1140/epjc/s10052-019-6847-8]