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HistFitter - A flexible framework for statistical data analysis

We present a software framework for statistical data analysis, called HistFitter, that has extensively been used 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 f...

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Detalles Bibliográficos
Autores principales: Lorenz, J M, Baak, M, Besjes, G J, Côté, D, Koutsman, A, Short, D
Lenguaje:eng
Publicado: 2015
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/608/1/012049
http://cds.cern.ch/record/2194575
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author Lorenz, J M
Baak, M
Besjes, G J
Côté, D
Koutsman, A
Short, D
author_facet Lorenz, J M
Baak, M
Besjes, G J
Côté, D
Koutsman, A
Short, D
author_sort Lorenz, J M
collection CERN
description We present a software framework for statistical data analysis, called HistFitter, that has extensively been used 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. The key innovations of HistFitter are to weave the concepts of control, validation and signal regions into its very fabric, and to treat them with rigorous statistical methods, while providing multiple tools to visualize and interpret the results through a simple configuration interface.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2015
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spelling oai-inspirehep.net-13729952022-08-10T13:06:50Zdoi:10.1088/1742-6596/608/1/012049http://cds.cern.ch/record/2194575engLorenz, J MBaak, MBesjes, G JCôté, DKoutsman, AShort, DHistFitter - A flexible framework for statistical data analysisParticle Physics - ExperimentComputing and ComputersWe present a software framework for statistical data analysis, called HistFitter, that has extensively been used 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. The key innovations of HistFitter are to weave the concepts of control, validation and signal regions into its very fabric, and to treat them with rigorous statistical methods, while providing multiple tools to visualize and interpret the results through a simple configuration interface.oai:inspirehep.net:13729952015
spellingShingle Particle Physics - Experiment
Computing and Computers
Lorenz, J M
Baak, M
Besjes, G J
Côté, D
Koutsman, A
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 Particle Physics - Experiment
Computing and Computers
url https://dx.doi.org/10.1088/1742-6596/608/1/012049
http://cds.cern.ch/record/2194575
work_keys_str_mv AT lorenzjm histfitteraflexibleframeworkforstatisticaldataanalysis
AT baakm histfitteraflexibleframeworkforstatisticaldataanalysis
AT besjesgj histfitteraflexibleframeworkforstatisticaldataanalysis
AT coted histfitteraflexibleframeworkforstatisticaldataanalysis
AT koutsmana histfitteraflexibleframeworkforstatisticaldataanalysis
AT shortd histfitteraflexibleframeworkforstatisticaldataanalysis