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Comparison of unfolding methods using RooFitUnfold.

Authors :
Brenner, Lydia
Balasubramanian, Rahul
Burgard, Carsten
Verkerke, Wouter
Cowan, Glen
Verschuuren, Pim
Croft, Vincent
Source :
International Journal of Modern Physics A: Particles & Fields; Gravitation; Cosmology; Nuclear Physics; 8/30/2020, Vol. 35 Issue 24, pN.PAG-N.PAG, 21p
Publication Year :
2020

Abstract

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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0217751X
Volume :
35
Issue :
24
Database :
Complementary Index
Journal :
International Journal of Modern Physics A: Particles & Fields; Gravitation; Cosmology; Nuclear Physics
Publication Type :
Academic Journal
Accession number :
145401801
Full Text :
https://doi.org/10.1142/S0217751X20501456