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HistFitter: a flexible framework for statistical data analysis

HistFitter is a software framework for statistical data analysis that has been used extensively in the ATLAS Collaboration to analyze data of proton-proton collisions produced by the Large Hadron Collider at CERN. Most notably, HistFitter has become a de-facto standard in searches for supersymmetric...

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Detalles Bibliográficos
Autores principales: Besjes, G J, Baak, M, Côté, D, Koutsman, A, Lorenz, J M, Short, D
Lenguaje:eng
Publicado: 2015
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/664/7/072004
http://cds.cern.ch/record/2134618
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author Besjes, G J
Baak, M
Côté, D
Koutsman, A
Lorenz, J M
Short, D
author_facet Besjes, G J
Baak, M
Côté, D
Koutsman, A
Lorenz, J M
Short, D
author_sort Besjes, G J
collection CERN
description HistFitter is a software framework for statistical data analysis that has been used extensively in the ATLAS Collaboration to analyze data of proton-proton collisions produced by the Large Hadron Collider at CERN. Most notably, HistFitter has become a de-facto standard in searches for supersymmetric particles since 2012, with some usage for Exotic and Higgs boson physics. HistFitter coherently combines several statistics tools in a programmable and flexible framework that is capable of bookkeeping hundreds of data models under study using thousands of generated input histograms.HistFitter interfaces with the statistics tools HistFactory and RooStats to construct parametric models and to perform statistical tests of the data, and extends these tools in four key areas. The key innovations are to weave the concepts of control, validation and signal regions into the very fabric of HistFitter, and to treat these with rigorous methods. Multiple tools to visualize and interpret the results through a simple configuration interface are also provided.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2015
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spelling oai-inspirehep.net-14139872022-08-10T13:01:02Zdoi:10.1088/1742-6596/664/7/072004http://cds.cern.ch/record/2134618engBesjes, G JBaak, MCôté, DKoutsman, ALorenz, J MShort, DHistFitter: a flexible framework for statistical data analysisComputing and ComputersHistFitter is a software framework for statistical data analysis that has been used extensively in the ATLAS Collaboration to analyze data of proton-proton collisions produced by the Large Hadron Collider at CERN. Most notably, HistFitter has become a de-facto standard in searches for supersymmetric particles since 2012, with some usage for Exotic and Higgs boson physics. HistFitter coherently combines several statistics tools in a programmable and flexible framework that is capable of bookkeeping hundreds of data models under study using thousands of generated input histograms.HistFitter interfaces with the statistics tools HistFactory and RooStats to construct parametric models and to perform statistical tests of the data, and extends these tools in four key areas. The key innovations are to weave the concepts of control, validation and signal regions into the very fabric of HistFitter, and to treat these with rigorous methods. Multiple tools to visualize and interpret the results through a simple configuration interface are also provided.oai:inspirehep.net:14139872015
spellingShingle Computing and Computers
Besjes, G J
Baak, M
Côté, D
Koutsman, A
Lorenz, J M
Short, D
HistFitter: a flexible framework for statistical data analysis
title HistFitter: a flexible framework for statistical data analysis
title_full HistFitter: a flexible framework for statistical data analysis
title_fullStr HistFitter: a flexible framework for statistical data analysis
title_full_unstemmed HistFitter: a flexible framework for statistical data analysis
title_short HistFitter: a flexible framework for statistical data analysis
title_sort histfitter: a flexible framework for statistical data analysis
topic Computing and Computers
url https://dx.doi.org/10.1088/1742-6596/664/7/072004
http://cds.cern.ch/record/2134618
work_keys_str_mv AT besjesgj histfitteraflexibleframeworkforstatisticaldataanalysis
AT baakm histfitteraflexibleframeworkforstatisticaldataanalysis
AT coted histfitteraflexibleframeworkforstatisticaldataanalysis
AT koutsmana histfitteraflexibleframeworkforstatisticaldataanalysis
AT lorenzjm histfitteraflexibleframeworkforstatisticaldataanalysis
AT shortd histfitteraflexibleframeworkforstatisticaldataanalysis