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We study ensembles of random symmetric matrices whose entries exhibit certain correlations. Examples are distributions of Curie-Weiss-type. We provide a criterion on the correlations ensuring the validity of Wigner's semicircle law for the…

数学物理 · 物理学 2014-02-25 Winfried Hochstättler , Werner Kirsch , Simone Warzel

We derive and compare various forms of local semicircle laws for random matrices with exchangeable entries which exhibit correlations that decay at a very slow rate. In fact, any $l$-point correlation will decay at a rate of $N^{-l/2}$. We…

概率论 · 数学 2021-04-21 Michael Fleermann , Werner Kirsch , Thomas Kriecherbauer

We discuss a Curie-Weiss model with two groups with different coupling constants within and between groups. For the total magnetisations in each group, we show bivariate laws of large numbers and a central limit theorem which is valid in…

概率论 · 数学 2022-08-09 Werner Kirsch , Gabor Toth

We define a multi-group version of the mean-field spin model, also called Curie-Weiss model. It is known that, in the high temperature regime of this model, a central limit theorem holds for the vector of suitably scaled group…

概率论 · 数学 2022-08-09 Michael Fleermann , Werner Kirsch , Gabor Toth

We analyze the empirical spectral distribution of random periodic band matrices with correlated entries. The correlation structure we study was first introduced in 2015 by Hochst\"attler, Kirsch and Warzel, who named their setup "almost…

概率论 · 数学 2019-10-24 Michael Fleermann , Werner Kirsch , Thomas Kriecherbauer

By using a formal analogy between statistical mechanics of mean field spin systems and analytical mechanics of viscous liquids -at first pointed out by Francesco Guerra, then recently developed by the authors- we give the thermodynamic…

数学物理 · 物理学 2009-06-26 Giuseppe Genovese , Adriano Barra

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…

数学物理 · 物理学 2025-02-28 Francesco Camilli , Emanuele Mingione , Godwin Osabutey

We consider random Hermitian matrices with independent upper triangular entries. Wigner's semicircle law says that under certain additional assumptions, the empirical spectral distribution converges to the semicircle distribution. We…

概率论 · 数学 2022-06-14 Calvin Wooyoung Chin

We discuss a Curie-Weiss model with two groups in the critical regime. This is the region where the central limit theorem does not hold any more but the mean magnetization still goes to zero as the number of spins grows. We show that the…

概率论 · 数学 2022-08-09 Werner Kirsch , Gabor Toth

We show that if the non Gaussian part of the cumulants of a random matrix model obey some scaling bounds in the size of the matrix, then Wigner's semicircle law holds. This result is derived using the replica technique and an analogue of…

数学物理 · 物理学 2017-10-17 Thomas Krajewski

In this short paper, we obtain non-asymptotic concentration results for magnetization of the Curie-Weiss model at subcritical temperatures, which leads to a diffusion limit theorem of the scaled and centered magnetization driven by a…

概率论 · 数学 2023-03-02 Yingdong Lu

We consider a regular chain of elementary quantum systems with nearest neighbor interactions and assume that the total system is in a canonical state with temperature $T$. We analyze under what condition the state factors into a product of…

统计力学 · 物理学 2015-06-25 Michael Hartmann , Guenter Mahler , Ortwin Hess

We show for two disjoint groups of spins in a Curie-Weiss model and a homogeneous coupling matrix that the law of large numbers holds for the normed sums of both groups' spin variables. We also show that the central limit theorem holds only…

概率论 · 数学 2022-08-09 Werner Kirsch , Gabor Toth

We study the limiting spectral distribution of sample covariance matrices $XX^T$, where $X$ are $p\times n$ random matrices with correlated entries, for the cases $p/n\to y\in [0,\infty)$. If $y>0$, we obtain the Mar\v{c}enko-Pastur…

概率论 · 数学 2019-10-29 Michael Fleermann , Johannes Heiny

In the framework of the Tsallis nonextensive statistical mechanics we study an assembly of N spins, first in a background magnetic field, and then assuming them to interact via a long-range homogeneous mean field. To take into account the…

统计力学 · 物理学 2010-04-15 R. Chakrabarti , R. Chandrashekar

The genesis of the Curie-Weiss magnetic response observed in most transition metals that are Fermi liquids at low temperatures has been an enigma for decades and has not yet been fully explained from microscopic principles. We show on the…

强关联电子 · 物理学 2020-11-25 Václav Janiš , Antonín Klíč , Jiawei Yan , Vladislav Pokorný

For a class of random matrix ensembles with correlated matrix elements, it is shown that the density of states is given by the Wigner semi-circle law. This is applied to effective Hamiltonians related to the Anderson model in dimensions…

数学物理 · 物理学 2007-05-23 Jeffrey H. Schenker , Hermann Schulz-Baldes

The Curie-Weiss law is widely used to estimate the strength of frustration in frustrated magnets. However, the Curie-Weiss law was originally derived as an estimate of magnetic correlations close to a mean-field phase transition, which --…

强关联电子 · 物理学 2023-07-17 Rico Pohle , Ludovic D. C. Jaubert

In this paper we study ensembles of random symmetric matrices $\X_n = {X_{ij}}_{i,j = 1}^n$ with dependent entries such that $\E X_{ij} = 0$, $\E X_{ij}^2 = \sigma_{ij}^2$, where $\sigma_{ij}$ may be different numbers. Assuming that the…

概率论 · 数学 2013-03-19 F. Götze , A. Naumov , A. Tikhomirov

Although generalized ensembles have now been in use in statistical mechanics for decades, including frameworks such as Tsallis' nonextensive statistics and superstatistics, a classification of these generalized ensembles outlining the…

统计力学 · 物理学 2022-11-09 Sergio Davis
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