2018
DOI: 10.1103/physrevd.97.094503
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Stochastic reconstructions of spectral functions: Application to lattice QCD

Abstract: We present a detailed study of the applications of two stochastic approaches, stochastic optimization method (SOM) and stochastic analytical inference (SAI), to extract spectral functions from Euclidean correlation functions. SOM has the advantage that it does not require prior information. On the other hand, SAI is a more generalized method based on Bayesian inference. Under mean field approximation SAI reduces to the often-used maximum entropy method (MEM), and for a specific choice of the prior SAI becomes … Show more

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Cited by 33 publications
(30 citation statements)
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“…The study of quarkonium in-medium spectral properties has a long history using both relativistic and non-relativistic heavy quark formulations. The former has been deployed mostly in the study of charmonium [94][95][96][97][98][99][100][101][102][103][104][105][106][107], where also full QCD simulations can be realized. Bottomonium on the other hand requires so small lattice spacings that currently only quenched QCD results exist [97,103,108].…”
Section: Considerations In Thermal Equilibriummentioning
confidence: 99%
“…The study of quarkonium in-medium spectral properties has a long history using both relativistic and non-relativistic heavy quark formulations. The former has been deployed mostly in the study of charmonium [94][95][96][97][98][99][100][101][102][103][104][105][106][107], where also full QCD simulations can be realized. Bottomonium on the other hand requires so small lattice spacings that currently only quenched QCD results exist [97,103,108].…”
Section: Considerations In Thermal Equilibriummentioning
confidence: 99%
“…There have been many attempts to study in-medium properties of charmonium [28][29][30][31][32][33][34][35][36] and bottomonium [4-8, 33, 37, 38] in lattice QCD, almost entirely focused on in-medium modifications of ground states of S-and P-wave quarkonium. Previous lattice QCD studies of in-medium quarkonium used point meson operators, i.e., operators with quark and anti-quark fields located in the same spatial point, which are known to have non-optimal overlap with the quarkonium wave-functions, especially, with the excited states.…”
Section: Introductionmentioning
confidence: 99%
“…The lattice QCD is a first-principle nonperturbative approach to solve QCD. Combining with the maximum entropy method (MEM) of the spectral analysis, it has obtained numerous interesting results, such as the evolution of bound state peaks with temperatures, heavy quark diffusion coefficients in the QGP, electrical conductivities of the QGP, and so on [33][34][35][36][37][38][39]. Besides, many other approaches have also been applied in the studies (see, e.g., Refs.…”
Section: Introductionmentioning
confidence: 99%