Limit Theorems for the Non-Convex Multispecies Curie–Weiss Model

We study the thermodynamic properties of the generalized non-convex multispecies Curie–Weiss model, where interactions among different types of particles (forming the species) are encoded in a generic matrix. For spins with a generic prior distribution, we compute the thermodynamic limit of the generating functional for the moments of the Boltzmann–Gibbs measure using simple interpolation techniques. For Ising spins, we further analyze the fluctuations of the magnetization in the thermodynamic limit under the Boltzmann–Gibbs measure. It is shown that a central limit theorem (CLT) holds for a rescaled and centered vector of species magnetizations, which converges to either a centered or non-centered multivariate normal distribution, depending on the rate of convergence of the relative sizes of the species.

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Publication Details

Journal
Mathematics
Published
2025-04-19
DOI
https://doi.org/10.3390/math13081343
Primary Topic
Ecosystem dynamics and resilience
Type
article
Field-Weighted Citation Impact
0.00

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article

Limit Theorems for the Non-Convex Multispecies Curie–Weiss Model

Godwin Osabutey, Emanuele Mingione, Francesco Camilli
Mathematics
Ecosystem dynamics and resilience
article

Limit Theorems for the Non-Convex Multispecies Curie–Weiss Model

Godwin Osabutey, Emanuele Mingione, Francesco Camilli
article en

Abstract

We study the thermodynamic properties of the generalized non-convex multispecies Curie–Weiss model, where interactions among different types of particles (forming the species) are encoded in a generic matrix. For spins with a generic prior distribution, we compute the thermodynamic limit of the generating functional for the moments of the Boltzmann–Gibbs measure using simple interpolation techniques. For Ising spins, we further analyze the fluctuations of the magnetization in the thermodynamic limit under the Boltzmann–Gibbs measure. It is shown that a central limit theorem (CLT) holds for a rescaled and centered vector of species magnetizations, which converges to either a centered or non-centered multivariate normal distribution, depending on the rate of convergence of the relative sizes of the species.

MathematicsVol. 13(8)
The Abdus Salam International Centre for Theoretical Physics (ICTP) (IT), University of Bologna (IT)
Horizon 2020 Framework Programme
Openalex Percentile: Top 91%
Ecosystem dynamics and resilience
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