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Advances in Multi-Variate Analysis Methods for New Physics Searches at the Large Hadron Collider / Stakia, Anna (Democritos Nucl. Res. Ctr. ; CERN) ; Dorigo, Tommaso (INFN, Padua) ; Banelli, Giovanni (Munich, Tech. U.) ; Bortoletto, Daniela (Oxford U.) ; Casa, Alessandro (University Coll., Dublin ; U. Padua (main)) ; de Castro, Pablo (INFN, Padua ; Padua U.) ; Delaere, Christophe (Louvain U., CP3) ; Donini, Julien (Clermont-Ferrand U.) ; Finos, Livio (U. Padua (main)) ; Gallinaro, Michele (LIP, Lisbon) et al.
Between the years 2015 and 2019, members of the Horizon 2020-funded Innovative Training Network named "AMVA4NewPhysics" studied the customization and application of advanced multivariate analysis methods and statistical learning tools to high-energy physics problems, as well as developed entirely new ones. Many of those methods were successfully used to improve the sensitivity of data analyses performed by the ATLAS and CMS experiments at the CERN Large Hadron Collider; several others, still in the testing phase, promise to further improve the precision of measurements of fundamental physics parameters and the reach of searches for new phenomena. [...]
arXiv:2105.07530.- 2021-12 - 36 p. - Published in : Rev. Phys. 7 (2021) 100063 Fulltext: 2105.07530 - PDF; 1-s2.0-S2405428321000095-main - PDF;

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The Present and Future of Four Tops / Banelli, Giovanni (Munich, Tech. U.) ; Salvioni, Ennio (CERN) ; Serra, Javi (Munich, Tech. U.) ; Theil, Tobias (Munich, Tech. U.) ; Weiler, Andreas (Munich, Tech. U.)
We study the phenomenology of a strongly-interacting top quark at future hadron and lepton colliders, showing that the characteristic four-top contact operators give rise to the most significant effects. We demonstrate the extraordinary potential of a 100 TeV proton-proton collider to directly test such non-standard interactions in four-top production, a process that we thoroughly analyze in the same-sign dilepton and trilepton channels, and explore in the fully hadronic channel. [...]
arXiv:2010.05915; TUM-HEP-1286-20; CERN-TH-2020-166.- 2021-02-04 - 34 p. - Published in : JHEP 2102 (2021) 043 Article from SCOAP3: scoap3-fulltext - PDF; scoap - PDF; Fulltext: PDF;

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