Using Machine Learning techniques in phenomenological studies on flavour physics

Author:

Alda J.,Guasch J.,Peñaranda S.ORCID

Abstract

Abstract An updated analysis of New Physics violating Lepton Flavour Universality, by using the Standard Model Effective Field Lagrangian with semileptonic dimension six operators at Λ = 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.

Publisher

Springer Science and Business Media LLC

Subject

Nuclear and High Energy Physics

Reference72 articles.

1. G. Hiller and F. Krüger, More model-independent analysis of b → s processes, Phys. Rev. D 69 (2004) 074020 [hep-ph/0310219] [INSPIRE].

2. M. Bordone, G. Isidori and A. Pattori, On the Standard Model predictions for RK and $$ {R}_{K^{\ast }} $$, Eur. Phys. J. C 76 (2016) 440 [arXiv:1605.07633] [INSPIRE].

3. LHCb collaboration, Test of lepton universality in beauty-quark decays, Nature Phys. 18 (2022) 277 [arXiv:2103.11769] [INSPIRE].

4. LHCb collaboration, Test of lepton universality with B0 → K*0ℓ+ℓ− decays, JHEP 08 (2017) 055 [arXiv:1705.05802] [INSPIRE].

5. BELLE collaboration, Test of lepton flavor universality and search for lepton flavor violation in B → Kℓℓ decays, JHEP 03 (2021) 105 [arXiv:1908.01848] [INSPIRE].

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3