Bayesian interpretation of Backus-Gilbert methods

Luigi Del Debbio, Alessandro Lupo*, Marco Panero, Nazario Tantalo

*Corresponding author for this work

Research output: Contribution to conferencePaperpeer-review

Abstract

The extraction of spectral densities from Euclidean correlators evaluated on the lattice is an important problem, as these quantities encode physical information on scattering amplitudes, finite-volume spectra, inclusive decay rates, and transport coefficients. In this contribution, we show that the Bayesian approach to this “inverse” problem, based on Gaussian processes, can be reformulated in a way that yields a solution equivalent, up to statistical uncertainties, to the one obtained in a Backus-Gilbert approach. After discussing this equivalence, we point out its implications for a reliable determination of spectral densities from lattice simulations.

Original languageEnglish
Pages1-10
Number of pages10
DOIs
Publication statusPublished - 6 Nov 2024
Event40th International Symposium on Lattice Field Theory, LATTICE 2023 - Batavia, United States
Duration: 31 Jul 20234 Aug 2023

Conference

Conference40th International Symposium on Lattice Field Theory, LATTICE 2023
Country/TerritoryUnited States
CityBatavia
Period31/07/234/08/23

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