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Comparison of unfolding methods using RooFitUnfold

In this paper we describe RooFitUnfold, an extension of the RooFit statistical software package to treat unfolding problems, and which includes most of the unfolding methods that commonly used in particle physics. The package provides a common interface to these algorithms as well as common uniform...

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Detalles Bibliográficos
Autores principales: Brenner, Lydia, Balasubramanian, Rahul, Burgard, Carsten, Verkerke, Wouter, Cowan, Glen, Verschuuren, Pim, Croft, Vincent
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:https://dx.doi.org/10.1142/S0217751X20501456
http://cds.cern.ch/record/2738363
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author Brenner, Lydia
Balasubramanian, Rahul
Burgard, Carsten
Verkerke, Wouter
Cowan, Glen
Verschuuren, Pim
Croft, Vincent
author_facet Brenner, Lydia
Balasubramanian, Rahul
Burgard, Carsten
Verkerke, Wouter
Cowan, Glen
Verschuuren, Pim
Croft, Vincent
author_sort Brenner, Lydia
collection CERN
description In this paper we describe RooFitUnfold, an extension of the RooFit statistical software package to treat unfolding problems, and which includes most of the unfolding methods that commonly used in particle physics. The package provides a common interface to these algorithms as well as common uniform methods to evaluate their performance in terms of bias, variance and coverage. In this paper we exploit this common interface of RooFitUnfold to compare the performance of unfolding with the Richardson-Lucy, Iterative Dynamically Stabilized, Tikhonov, Gaussian Process, Bin-by-bin and inversion methods on several example problems.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2019
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spelling cern-27383632020-10-08T12:15:15Zdoi:10.1142/S0217751X20501456http://cds.cern.ch/record/2738363engBrenner, LydiaBalasubramanian, RahulBurgard, CarstenVerkerke, WouterCowan, GlenVerschuuren, PimCroft, VincentComparison of unfolding methods using RooFitUnfoldhep-exParticle Physics - Experimentphysics.data-anOther Fields of PhysicsIn this paper we describe RooFitUnfold, an extension of the RooFit statistical software package to treat unfolding problems, and which includes most of the unfolding methods that commonly used in particle physics. The package provides a common interface to these algorithms as well as common uniform methods to evaluate their performance in terms of bias, variance and coverage. In this paper we exploit this common interface of RooFitUnfold to compare the performance of unfolding with the Richardson-Lucy, Iterative Dynamically Stabilized, Tikhonov, Gaussian Process, Bin-by-bin and inversion methods on several example problems.In this paper we describe RooFitUnfold, an extension of the RooFit statistical software package to treat unfolding problems, and which includes most of the unfolding methods that commonly used in particle physics. The package provides a common interface to these algorithms as well as common uniform methods to evaluate their performance in terms of bias, variance and coverage. In this paper we exploit this common interface of RooFitUnfold to compare the performance of unfolding with the Richardson–Lucy, Iterative Dynamically Stabilized, Tikhonov, Gaussian Process, bin-by-bin and inversion methods on several example problems.arXiv:1910.14654oai:cds.cern.ch:27383632019-10-31
spellingShingle hep-ex
Particle Physics - Experiment
physics.data-an
Other Fields of Physics
Brenner, Lydia
Balasubramanian, Rahul
Burgard, Carsten
Verkerke, Wouter
Cowan, Glen
Verschuuren, Pim
Croft, Vincent
Comparison of unfolding methods using RooFitUnfold
title Comparison of unfolding methods using RooFitUnfold
title_full Comparison of unfolding methods using RooFitUnfold
title_fullStr Comparison of unfolding methods using RooFitUnfold
title_full_unstemmed Comparison of unfolding methods using RooFitUnfold
title_short Comparison of unfolding methods using RooFitUnfold
title_sort comparison of unfolding methods using roofitunfold
topic hep-ex
Particle Physics - Experiment
physics.data-an
Other Fields of Physics
url https://dx.doi.org/10.1142/S0217751X20501456
http://cds.cern.ch/record/2738363
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