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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...

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Detalles Bibliográficos
Autores principales: Ben-Haim, Eli, Brun, René, Echenard, Bertrand, Latham, Thomas E.
Lenguaje:eng
Publicado: 2014
Materias:
Acceso en línea:http://cds.cern.ch/record/1756637
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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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AT brunrene jfitaframeworktoobtaincombinedexperimentalresultsthroughjointfits
AT echenardbertrand jfitaframeworktoobtaincombinedexperimentalresultsthroughjointfits
AT lathamthomase jfitaframeworktoobtaincombinedexperimentalresultsthroughjointfits