Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties

Detalhes bibliográficos
Autor(a) principal: Fichet, Sylvain [UNESP]
Data de Publicação: 2016
Outros Autores: Moreau, Gregory
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.nuclphysb.2016.02.019
http://hdl.handle.net/11449/161377
Resumo: The studies of the Higgs boson couplings based on the recent and upcoming LHC data open up a new window on physics beyond the Standard Model. In this paper, we propose a statistical guide to the consistent treatment of the theoretical uncertainties entering the Higgs rate fits. Both the Bayesian and frequentist approaches are systematically analysed in a unified formalism. We present analytical expressions for the marginal likelihoods, useful to implement simultaneously the experimental and theoretical uncertainties. We review the various origins of the theoretical errors (QCD, EFT, PDF, production mode contamination ...). All these individual uncertainties are thoroughly combined with the help of moment-based considerations. The theoretical correlations among Higgs detection channels appear to affect the location and size of the best-fit regions in the space of Higgs couplings. We discuss the recurrent question of the shape of the prior distributions for the individual theoretical errors and find that a nearly Gaussian prior arises from the error combinations. We also develop the bias approach, which is an alternative to marginalisation providing more conservative results. The statistical framework to apply the bias principle is introduced and two realisations of the bias are proposed. Finally, depending on the statistical treatment, the Standard Model prediction for the Higgs signal strengths is found to lie within either the 68% or 95% confidence level region obtained from the latest analyses of the 7 and 8 TeV LHC datasets.
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spelling Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertaintiesThe studies of the Higgs boson couplings based on the recent and upcoming LHC data open up a new window on physics beyond the Standard Model. In this paper, we propose a statistical guide to the consistent treatment of the theoretical uncertainties entering the Higgs rate fits. Both the Bayesian and frequentist approaches are systematically analysed in a unified formalism. We present analytical expressions for the marginal likelihoods, useful to implement simultaneously the experimental and theoretical uncertainties. We review the various origins of the theoretical errors (QCD, EFT, PDF, production mode contamination ...). All these individual uncertainties are thoroughly combined with the help of moment-based considerations. The theoretical correlations among Higgs detection channels appear to affect the location and size of the best-fit regions in the space of Higgs couplings. We discuss the recurrent question of the shape of the prior distributions for the individual theoretical errors and find that a nearly Gaussian prior arises from the error combinations. We also develop the bias approach, which is an alternative to marginalisation providing more conservative results. The statistical framework to apply the bias principle is introduced and two realisations of the bias are proposed. Finally, depending on the statistical treatment, the Standard Model prediction for the Higgs signal strengths is found to lie within either the 68% or 95% confidence level region obtained from the latest analyses of the 7 and 8 TeV LHC datasets.Brazilian Ministry of Science, Technology and InnovationInstitut Universitaire de FranceEuropean ERC Grant Higgs@LHCEuropean Union FP7 ITN INVISIBLES (Marie Curie Actions)Sao Paulo State Univ, Inst Fis Teor, ICTP South Amer Inst Fundamental Res, Sao Paulo, BrazilUniv Fed Rio Grande do Norte, Int Inst Phys, Av Odilon Gomes Lima 1722, BR-59078400 Natal, RN, BrazilUniv Paris 11, CNRS, Phys Theor Lab, Bat 210, F-91405 Orsay, FranceSao Paulo State Univ, Inst Fis Teor, ICTP South Amer Inst Fundamental Res, Sao Paulo, BrazilEuropean Union FP7 ITN INVISIBLES (Marie Curie Actions): PITN-GA-2011-289442Elsevier B.V.Universidade Estadual Paulista (Unesp)Univ Fed Rio Grande do NorteUniv Paris 11Fichet, Sylvain [UNESP]Moreau, Gregory2018-11-26T16:32:30Z2018-11-26T16:32:30Z2016-04-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article391-446application/pdfhttp://dx.doi.org/10.1016/j.nuclphysb.2016.02.019Nuclear Physics B. Amsterdam: Elsevier Science Bv, v. 905, p. 391-446, 2016.0550-3213http://hdl.handle.net/11449/16137710.1016/j.nuclphysb.2016.02.019WOS:000373571400019WOS000373571400019.pdfWeb of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengNuclear Physics B1,744info:eu-repo/semantics/openAccess2024-01-13T06:35:30Zoai:repositorio.unesp.br:11449/161377Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T22:53:18.688180Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties
title Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties
spellingShingle Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties
Fichet, Sylvain [UNESP]
title_short Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties
title_full Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties
title_fullStr Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties
title_full_unstemmed Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties
title_sort Anatomy of the Higgs fits: A first guide to statistical treatments of the theoretical uncertainties
author Fichet, Sylvain [UNESP]
author_facet Fichet, Sylvain [UNESP]
Moreau, Gregory
author_role author
author2 Moreau, Gregory
author2_role author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
Univ Fed Rio Grande do Norte
Univ Paris 11
dc.contributor.author.fl_str_mv Fichet, Sylvain [UNESP]
Moreau, Gregory
description The studies of the Higgs boson couplings based on the recent and upcoming LHC data open up a new window on physics beyond the Standard Model. In this paper, we propose a statistical guide to the consistent treatment of the theoretical uncertainties entering the Higgs rate fits. Both the Bayesian and frequentist approaches are systematically analysed in a unified formalism. We present analytical expressions for the marginal likelihoods, useful to implement simultaneously the experimental and theoretical uncertainties. We review the various origins of the theoretical errors (QCD, EFT, PDF, production mode contamination ...). All these individual uncertainties are thoroughly combined with the help of moment-based considerations. The theoretical correlations among Higgs detection channels appear to affect the location and size of the best-fit regions in the space of Higgs couplings. We discuss the recurrent question of the shape of the prior distributions for the individual theoretical errors and find that a nearly Gaussian prior arises from the error combinations. We also develop the bias approach, which is an alternative to marginalisation providing more conservative results. The statistical framework to apply the bias principle is introduced and two realisations of the bias are proposed. Finally, depending on the statistical treatment, the Standard Model prediction for the Higgs signal strengths is found to lie within either the 68% or 95% confidence level region obtained from the latest analyses of the 7 and 8 TeV LHC datasets.
publishDate 2016
dc.date.none.fl_str_mv 2016-04-01
2018-11-26T16:32:30Z
2018-11-26T16:32:30Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1016/j.nuclphysb.2016.02.019
Nuclear Physics B. Amsterdam: Elsevier Science Bv, v. 905, p. 391-446, 2016.
0550-3213
http://hdl.handle.net/11449/161377
10.1016/j.nuclphysb.2016.02.019
WOS:000373571400019
WOS000373571400019.pdf
url http://dx.doi.org/10.1016/j.nuclphysb.2016.02.019
http://hdl.handle.net/11449/161377
identifier_str_mv Nuclear Physics B. Amsterdam: Elsevier Science Bv, v. 905, p. 391-446, 2016.
0550-3213
10.1016/j.nuclphysb.2016.02.019
WOS:000373571400019
WOS000373571400019.pdf
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Nuclear Physics B
1,744
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 391-446
application/pdf
dc.publisher.none.fl_str_mv Elsevier B.V.
publisher.none.fl_str_mv Elsevier B.V.
dc.source.none.fl_str_mv Web of Science
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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