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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...
Autores principales: | , , , , , |
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Lenguaje: | eng |
Publicado: |
2015
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1088/1742-6596/608/1/012049 http://cds.cern.ch/record/2194575 |
_version_ | 1780951049678356480 |
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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. |
id | oai-inspirehep.net-1372995 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2015 |
record_format | invenio |
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 |