Raffaele Tito D'Agnolo1, Gaia Grosso2,3, Maurizio Pierini2, Andrea Wulzer3,4, Marco Zanetti3. 1. Institut de Physique Théorique, Université Paris Saclay, CEA, 91191 Gif-sur-Yvette, France. 2. Experimental Physics Department, CERN, Geneva, Switzerland. 3. Dipartimento di Fisica e Astronomia, Universitá di Padova and INFN, Sezione di Padova, via Marzolo 8, 35131 Padova, Italy. 4. Institut de Théorie des Phénomenes Physiques, EPFL, Lausanne, Switzerland.
Abstract
We show how to deal with uncertainties on the Standard Model predictions in an agnostic new physics search strategy that exploits artificial neural networks. Our approach builds directly on the specific Maximum Likelihood ratio treatment of uncertainties as nuisance parameters for hypothesis testing that is routinely employed in high-energy physics. After presenting the conceptual foundations of our method, we first illustrate all aspects of its implementation and extensively study its performances on a toy one-dimensional problem. We then show how to implement it in a multivariate setup by studying the impact of two typical sources of experimental uncertainties in two-body final states at the LHC.
We show how to deal with uncertainties on the Standard Model predictions in an agnostic new physics search strategy that exploits artificial neural networks. Our approach builds directly on the specific Maximum Likelihood ratio treatment of uncertainties as nuisance parameters for hypothesis testing that is routinely employed in high-energy physics. After presenting the conceptual foundations of our method, we first illustrate all aspects of its implementation and extensively study its performances on a toy one-dimensional problem. We then show how to implement it in a multivariate setup by studying the impact of two typical sources of experimental uncertainties in two-body final states at the LHC.
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Authors: A M Sirunyan; A Tumasyan; W Adam; F Ambrogi; T Bergauer; M Dragicevic; J Erö; A Escalante Del Valle; R Frühwirth; M Jeitler; N Krammer; L Lechner; D Liko; T Madlener; I Mikulec; F M Pitters; N Rad; J Schieck; R Schöfbeck; M Spanring; S Templ; W Waltenberger; C-E Wulz; M Zarucki; V Chekhovsky; A Litomin; V Makarenko; J Suarez Gonzalez; M R Darwish; E A De Wolf; D Di Croce; X Janssen; T Kello; A Lelek; M Pieters; H Rejeb Sfar; H Van Haevermaet; P Van Mechelen; S Van Putte; N Van Remortel; F Blekman; E S Bols; S S Chhibra; J D'Hondt; J De Clercq; D Lontkovskyi; S Lowette; I Marchesini; S Moortgat; A Morton; Q Python; S Tavernier; W Van Doninck; P Van Mulders; D Beghin; B Bilin; B Clerbaux; G De Lentdecker; B Dorney; L Favart; A Grebenyuk; A K Kalsi; I Makarenko; L Moureaux; L Pétré; A Popov; N Postiau; E Starling; L Thomas; C Vander Velde; P Vanlaer; D Vannerom; L Wezenbeek; T Cornelis; D Dobur; M Gruchala; I Khvastunov; M Niedziela; C Roskas; K Skovpen; M Tytgat; W Verbeke; B Vermassen; M Vit; G Bruno; F Bury; C Caputo; P David; C Delaere; M Delcourt; I S Donertas; A Giammanco; V Lemaitre; K Mondal; J Prisciandaro; A Taliercio; M Teklishyn; P Vischia; S Wuyckens; J Zobec; G A Alves; G Correia Silva; C Hensel; A Moraes; W L Aldá Júnior; E Belchior Batista Das Chagas; H Brandao Malbouisson; W Carvalho; J Chinellato; E Coelho; E M Da Costa; G G Da Silveira; D De Jesus Damiao; S Fonseca De Souza; J Martins; D Matos Figueiredo; M Medina Jaime; M Melo De Almeida; C Mora Herrera; L Mundim; H Nogima; P Rebello Teles; L J Sanchez Rosas; A Santoro; S M Silva Do Amaral; A Sznajder; M Thiel; E J Tonelli Manganote; F Torres Da Silva De Araujo; A Vilela Pereira; C A Bernardes; L Calligaris; T R Fernandez Perez Tomei; E M Gregores; D S Lemos; P G Mercadante; S F Novaes; Sandra S Padula; A Aleksandrov; G Antchev; I Atanasov; R Hadjiiska; P Iaydjiev; M Misheva; M Rodozov; M Shopova; G Sultanov; M Bonchev; A Dimitrov; T Ivanov; L Litov; B Pavlov; P Petkov; A Petrov; W Fang; Q Guo; H Wang; 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Authors: Marco Letizia; Gianvito Losapio; Marco Rando; Gaia Grosso; Andrea Wulzer; Maurizio Pierini; Marco Zanetti; Lorenzo Rosasco Journal: Eur Phys J C Part Fields Date: 2022-10-05 Impact factor: 4.991