Comparison of unfolding methods using RooFitUnfold

Brenner, Lydia; Balasubramanian, Rahul; Burgard, Carsten; Verkerke, Wouter; Cowan, Glen; Verschuuren, Pim; Croft, Vincent

doi:10.1142/s0217751x20501456

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Comparison of unfolding methods using RooFitUnfold

Brenner, Lydia·Balasubramanian, Rahul·Burgard, Carsten·Verkerke, Wouter·Cowan, Glen·Verschuuren, Pim·Croft, Vincent

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Abstract

In this study 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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Brenner, Lydia, Balasubramanian, Rahul, Burgard, Carsten, Verkerke, Wouter, Cowan, Glen, Verschuuren, Pim, Croft, Vincent. 2020-08-31. Comparison of unfolding methods using RooFitUnfold. https://doi.org/10.1142/s0217751x20501456

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