Taming systematic uncertainties at the LHC with the central limit theorem
Autor(a) principal: | |
---|---|
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. |
id |
UNSP_971da91f2493aa7d1577dd644c69b54c |
---|---|
oai_identifier_str |
oai:repositorio.unesp.br:11449/161979 |
network_acronym_str |
UNSP |
network_name_str |
Repositório Institucional da UNESP |
repository_id_str |
2946 |
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 |
|
_version_ |
1808128254293311488 |