000118965 001__ 118965
000118965 005__ 20240319081011.0
000118965 0247_ $$2doi$$a10.1007/JHEP07(2022)115
000118965 0248_ $$2sideral$$a130333
000118965 037__ $$aART-2022-130333
000118965 041__ $$aeng
000118965 100__ $$0(orcid)0000-0002-6728-1105$$aAlda, J.$$uUniversidad de Zaragoza
000118965 245__ $$aUsing Machine Learning techniques in phenomenological studies on flavour physics
000118965 260__ $$c2022
000118965 5060_ $$aAccess copy available to the general public$$fUnrestricted
000118965 5203_ $$aAn updated analysis of New Physics violating Lepton Flavour Universality, by using the Standard Model Effective Field Lagrangian with semileptonic dimension six operators at ¿ = 1 TeV is presented. We perform a global fit, by discussing the relevance of the mixing in the first generation. We use for the first time in this context a Montecarlo analysis to extract the confidence intervals and correlations between observables. Our results show that machine learning, made jointly with the SHAP values, constitute a suitable strategy to use in this kind of analysis.
000118965 536__ $$9info:eu-repo/grantAgreement/ES/AEI/CEX2019-000918-M$$9info:eu-repo/grantAgreement/ES/AEI/PID2019-105614GB-C22$$9info:eu-repo/grantAgreement/ES/DGIID-DGA/2015-E24-2$$9info:eu-repo/grantAgreement/ES/MINECO-FEDER/PGC2018-095328-B-I00$$9info:eu-repo/grantAgreement/ES/MINECO/FPA2015-65745-P
000118965 540__ $$9info:eu-repo/semantics/openAccess$$aby$$uhttp://creativecommons.org/licenses/by/3.0/es/
000118965 590__ $$a5.4$$b2022
000118965 592__ $$a0.859$$b2022
000118965 591__ $$aPHYSICS, PARTICLES & FIELDS$$b6 / 29 = 0.207$$c2022$$dQ1$$eT1
000118965 593__ $$aNuclear and High Energy Physics$$c2022$$dQ2
000118965 594__ $$a10.3$$b2022
000118965 655_4 $$ainfo:eu-repo/semantics/article$$vinfo:eu-repo/semantics/publishedVersion
000118965 700__ $$aGuasch, J.
000118965 700__ $$0(orcid)0000-0002-9408-4406$$aPeñaranda, S.$$uUniversidad de Zaragoza
000118965 7102_ $$12004$$2405$$aUniversidad de Zaragoza$$bDpto. Física Teórica$$cÁrea Física Teórica
000118965 773__ $$g2022, 7 (2022), 115 [43 pp.]$$pJ. high energy phys.$$tJournal of High Energy Physics$$x1126-6708
000118965 8564_ $$s3438501$$uhttps://zaguan.unizar.es/record/118965/files/texto_completo.pdf$$yVersión publicada
000118965 8564_ $$s1348966$$uhttps://zaguan.unizar.es/record/118965/files/texto_completo.jpg?subformat=icon$$xicon$$yVersión publicada
000118965 909CO $$ooai:zaguan.unizar.es:118965$$particulos$$pdriver
000118965 951__ $$a2024-03-18-15:07:06
000118965 980__ $$aARTICLE