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JFIT: a framework to obtain combined experimental results through joint fits
A framework is presented for obtaining combined experimental results through joint fits of datasets from several experiments. The JFIT framework allows such fits to be performed keeping the data separated, in its original format, and using independent fitting environments, thus simplifying the proce...
Autores principales: | , , , |
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Lenguaje: | eng |
Publicado: |
2014
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Materias: | |
Acceso en línea: | http://cds.cern.ch/record/1756637 |
_version_ | 1780943350325575680 |
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author | Ben-Haim, Eli Brun, René Echenard, Bertrand Latham, Thomas E. |
author_facet | Ben-Haim, Eli Brun, René Echenard, Bertrand Latham, Thomas E. |
author_sort | Ben-Haim, Eli |
collection | CERN |
description | A framework is presented for obtaining combined experimental results through joint fits of datasets from several experiments. The JFIT framework allows such fits to be performed keeping the data separated, in its original format, and using independent fitting environments, thus simplifying the process with respect to data access policies. It is based on a master-server architecture, using the network communication classes from ROOT. The framework provides an optimal way to exploit data from several experiments: it ensures that correlations are correctly taken into account and results in a better determination of nuisance parameters. Its advantages are discussed and illustrated by two examples from the domain of high energy physics. |
id | cern-1756637 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2014 |
record_format | invenio |
spelling | cern-17566372021-07-15T00:56:21Zhttp://cds.cern.ch/record/1756637engBen-Haim, EliBrun, RenéEchenard, BertrandLatham, Thomas E.JFIT: a framework to obtain combined experimental results through joint fitsOther Fields of PhysicsA framework is presented for obtaining combined experimental results through joint fits of datasets from several experiments. The JFIT framework allows such fits to be performed keeping the data separated, in its original format, and using independent fitting environments, thus simplifying the process with respect to data access policies. It is based on a master-server architecture, using the network communication classes from ROOT. The framework provides an optimal way to exploit data from several experiments: it ensures that correlations are correctly taken into account and results in a better determination of nuisance parameters. Its advantages are discussed and illustrated by two examples from the domain of high energy physics.A master-worker architecture is presented for obtaining combined experimental results through joint fits of datasets from several experiments. The design of the architecture allows such joint fits to be performed keeping the data separated, in its original format, and using independent fitting environments. This allows the benefits of joint fits, such as ensuring that correlations are correctly taken into account and better determination of nuisance parameters, to be harnessed without the need to reformat data samples or to rewrite existing fitting code. The Jfit framework is a C++ implementation of this idea in the Laura++ package, using dedicated classes of the ROOT package. We present the Jfit framework, give instructions for its use, and demonstrate its functionalities with concrete examples.arXiv:1409.5080oai:cds.cern.ch:17566372014-09-17 |
spellingShingle | Other Fields of Physics Ben-Haim, Eli Brun, René Echenard, Bertrand Latham, Thomas E. JFIT: a framework to obtain combined experimental results through joint fits |
title | JFIT: a framework to obtain combined experimental results through joint fits |
title_full | JFIT: a framework to obtain combined experimental results through joint fits |
title_fullStr | JFIT: a framework to obtain combined experimental results through joint fits |
title_full_unstemmed | JFIT: a framework to obtain combined experimental results through joint fits |
title_short | JFIT: a framework to obtain combined experimental results through joint fits |
title_sort | jfit: a framework to obtain combined experimental results through joint fits |
topic | Other Fields of Physics |
url | http://cds.cern.ch/record/1756637 |
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