2013
DOI: 10.1103/physrevb.87.195134
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Detecting classical phase transitions with Renyi mutual information

Abstract: By developing a method to represent the Renyi entropies via a replica trick on classical statistical mechanical systems, we introduce a procedure to calculate the Renyi mutual information (RMI) in any Monte Carlo simulation. Through simulations on several classical models, we demonstrate that the RMI can detect finite-temperature critical points, and even identify their universality class, without knowledge of an order parameter or other thermodynamic estimators. Remarkably, in addition to critical points medi… Show more

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Cited by 56 publications
(71 citation statements)
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“…Let us finally mention that universal scaling forms proportional to n/(n − 1) have been found in the 2d classical Rényi mutual information 24 for Ising, as well as in the Rényi entropy of the 2d quantum transverse field Ising model 27 . In both cases the underlying ordering assumption is easier to justify: for the former the critical system is coupled to a bulk in the ordered phase 42 , while for the latter the higher dimensionality makes an extraordinary transition more likely.…”
Section: Path-integral and Replicasmentioning
confidence: 99%
“…Let us finally mention that universal scaling forms proportional to n/(n − 1) have been found in the 2d classical Rényi mutual information 24 for Ising, as well as in the Rényi entropy of the 2d quantum transverse field Ising model 27 . In both cases the underlying ordering assumption is easier to justify: for the former the critical system is coupled to a bulk in the ordered phase 42 , while for the latter the higher dimensionality makes an extraordinary transition more likely.…”
Section: Path-integral and Replicasmentioning
confidence: 99%
“…This is a striking example of the success of information-theoretic concepts applied to condensed-matter problems. Since a CFT also describes the large-distance limit of a two-dimensional classical critical model with rotational invariance, it is natural to expect that informationtheoretic concepts can be used to analyze classical critical systems [7][8][9][10]. The aim of this letter is to define and compute the geometric mutual information G n , a quantity quite analogous to the quantum result in eq.…”
mentioning
confidence: 99%
“…It can be used for example to detect phase transitions, and extract the critical temperature accurately [9]. Because the leading bulk contributions cancel, the RMI obeys a boundary law [9]:…”
mentioning
confidence: 99%
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“…The mutual information peaks at temperatures above the Kosterlitz-Thouless transition of (T /J) KT = 0.343 (which can be detected by the crossing of the finite-size curves; see Ref. [38]). For T /J < (T /J) KT , the mutual information reaches a minimum (at J/T ≡ β ≈ 4 in Fig.…”
mentioning
confidence: 99%