4.2 Article

Comparison of unfolding methods using RooFitUnfold

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出版社

WORLD SCIENTIFIC PUBL CO PTE LTD
DOI: 10.1142/S0217751X20501456

关键词

Unfolding; statistics; analysis

资金

  1. INSIGHTS Innovative Training Network under Horizon 2020 MSCA Grant [765710]
  2. Department of Energy Office of Science [DE-SC0019032]
  3. U.S. Department of Energy (DOE) [DE-SC0019032] Funding Source: U.S. Department of Energy (DOE)
  4. STFC [ST/S000844/1] Funding Source: UKRI

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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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