Limit theorems for the non-convex multispecies Curie-Weiss model
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arXiv
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| Auteurs principaux: | , , |
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| Format: | Preprint |
| Publié: |
2025
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| _version_ | 1866909515017879552 |
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| author | Camilli, Francesco Mingione, Emanuele Osabutey, Godwin |
| author_facet | Camilli, Francesco Mingione, Emanuele Osabutey, Godwin |
| contents | 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 pressure in the thermodynamic limit 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 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2502_20155 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Limit theorems for the non-convex multispecies Curie-Weiss model Camilli, Francesco Mingione, Emanuele Osabutey, Godwin Mathematical Physics Statistical Mechanics 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 pressure in the thermodynamic limit 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 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. |
| title | Limit theorems for the non-convex multispecies Curie-Weiss model |
| topic | Mathematical Physics Statistical Mechanics |
| url | https://arxiv.org/abs/2502.20155 |