Taming systematic uncertainties at the LHC with the central limit theorem

Detalhes bibliográficos
Autor(a) principal: Fichet, Sylvain [UNESP]
Data de Publicação: 2016
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.nuclphysb.2016.08.029
http://hdl.handle.net/11449/161979
Resumo: We study the simplifications occurring in any likelihood function in the presence of a large number of small systematic uncertainties. We find that the marginalisation of these uncertainties can be done analytically by means of second-order error propagation, error combination, the Lyapunov central limit theorem, and under mild approximations which are typically satisfied for LHC likelihoods. The outcomes of this analysis are i) a very light treatment of systematic uncertainties ii) a convenient way of reporting the main effects of systematic uncertainties, such as the detector effects occurringin LHC measurements. (C) 2016 The Author. Published by Elsevier B.V.
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spelling Taming systematic uncertainties at the LHC with the central limit theoremWe study the simplifications occurring in any likelihood function in the presence of a large number of small systematic uncertainties. We find that the marginalisation of these uncertainties can be done analytically by means of second-order error propagation, error combination, the Lyapunov central limit theorem, and under mild approximations which are typically satisfied for LHC likelihoods. The outcomes of this analysis are i) a very light treatment of systematic uncertainties ii) a convenient way of reporting the main effects of systematic uncertainties, such as the detector effects occurringin LHC measurements. (C) 2016 The Author. Published by Elsevier B.V.Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Sao Paulo State Univ, ICTP South Amer Inst Fundamental Res, Inst Fis Teor, Sao Paulo, BrazilSao Paulo State Univ, ICTP South Amer Inst Fundamental Res, Inst Fis Teor, Sao Paulo, BrazilFAPESP: 2014/21477-2Elsevier B.V.Universidade Estadual Paulista (Unesp)Fichet, Sylvain [UNESP]2018-11-26T17:06:24Z2018-11-26T17:06:24Z2016-10-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article623-637application/pdfhttp://dx.doi.org/10.1016/j.nuclphysb.2016.08.029Nuclear Physics B. Amsterdam: Elsevier Science Bv, v. 911, p. 623-637, 2016.0550-3213http://hdl.handle.net/11449/16197910.1016/j.nuclphysb.2016.08.029WOS:000384565800029WOS000384565800029.pdfWeb of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengNuclear Physics B1,744info:eu-repo/semantics/openAccess2023-09-30T06:08:58Zoai:repositorio.unesp.br:11449/161979Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T13:36:34.112168Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Taming systematic uncertainties at the LHC with the central limit theorem
title Taming systematic uncertainties at the LHC with the central limit theorem
spellingShingle Taming systematic uncertainties at the LHC with the central limit theorem
Fichet, Sylvain [UNESP]
title_short Taming systematic uncertainties at the LHC with the central limit theorem
title_full Taming systematic uncertainties at the LHC with the central limit theorem
title_fullStr Taming systematic uncertainties at the LHC with the central limit theorem
title_full_unstemmed Taming systematic uncertainties at the LHC with the central limit theorem
title_sort Taming systematic uncertainties at the LHC with the central limit theorem
author Fichet, Sylvain [UNESP]
author_facet Fichet, Sylvain [UNESP]
author_role author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv Fichet, Sylvain [UNESP]
description We study the simplifications occurring in any likelihood function in the presence of a large number of small systematic uncertainties. We find that the marginalisation of these uncertainties can be done analytically by means of second-order error propagation, error combination, the Lyapunov central limit theorem, and under mild approximations which are typically satisfied for LHC likelihoods. The outcomes of this analysis are i) a very light treatment of systematic uncertainties ii) a convenient way of reporting the main effects of systematic uncertainties, such as the detector effects occurringin LHC measurements. (C) 2016 The Author. Published by Elsevier B.V.
publishDate 2016
dc.date.none.fl_str_mv 2016-10-01
2018-11-26T17:06:24Z
2018-11-26T17:06:24Z
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.2016.08.029
Nuclear Physics B. Amsterdam: Elsevier Science Bv, v. 911, p. 623-637, 2016.
0550-3213
http://hdl.handle.net/11449/161979
10.1016/j.nuclphysb.2016.08.029
WOS:000384565800029
WOS000384565800029.pdf
url http://dx.doi.org/10.1016/j.nuclphysb.2016.08.029
http://hdl.handle.net/11449/161979
identifier_str_mv Nuclear Physics B. Amsterdam: Elsevier Science Bv, v. 911, p. 623-637, 2016.
0550-3213
10.1016/j.nuclphysb.2016.08.029
WOS:000384565800029
WOS000384565800029.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 623-637
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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