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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...
Autores principales: | , , , , , , |
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Lenguaje: | eng |
Publicado: |
2019
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1142/S0217751X20501456 http://cds.cern.ch/record/2738363 |
_version_ | 1780967926649585664 |
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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. |
id | cern-2738363 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2019 |
record_format | invenio |
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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