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Kinetic Ising models are powerful tools for studying the non-equilibrium dynamics of complex systems. As their behavior is not tractable for large networks, many mean-field methods have been proposed for their analysis, each based on unique…

无序系统与神经网络 · 物理学 2021-05-13 Miguel Aguilera , S. Amin Moosavi , Hideaki Shimazaki

Rare transitions between long-lived stable states are often analyzed in terms of free energy landscapes computed as functions of a few collective variables. Here, using transitions between geometric phases as example, we demonstrate that…

计算物理 · 物理学 2017-08-11 Clemens Moritz , Andreas Tröster , Christoph Dellago

In this paper we present a new measure for the overlap of two density functions which provides motivation and interpretation currently lacking with benchmark measures based on the proportion of similar response, also known as the overlap…

统计方法学 · 统计学 2021-06-08 Stephen G Walker

Matching objects across partially overlapping camera views is crucial in multi-camera systems and requires a view-invariant feature extraction network. Training such a network with cycle-consistency circumvents the need for labor-intensive…

计算机视觉与模式识别 · 计算机科学 2025-01-13 Fedor Taggenbrock , Gertjan Burghouts , Ronald Poppe

We study the statistical Ising model of spins on the infinite lattice using a bootstrap method that combines spin-flip identities with positivity conditions, including reflection positivity and Griffiths inequalities, to derive rigorous…

高能物理 - 理论 · 物理学 2022-07-04 Minjae Cho , Barak Gabai , Ying-Hsuan Lin , Victor A. Rodriguez , Joshua Sandor , Xi Yin

In ecological studies niche overlap is often used to quantify species interaction and dynamics. This paper develops a robust, nonparametric statistical framework for quantifying and analyzing multivariate niche overlap. Parametric methods…

统计方法学 · 统计学 2026-04-08 Jonas Beck , Solomon Harrar

The Ghatak-Sherrington (GS) spin glass model is a random probability measure defined on the configuration space $\{0,\pm1,\pm2,\ldots, \pm \mathcal{S} \}^N$ with system size $N$ and $\mathcal{S}\ge1$ finite. This generalizes the classical…

概率论 · 数学 2024-04-03 Yueqi Sheng , Qiang Wu

Spectral analysis using overlapping sliding windows is among the most widely used techniques in analyzing non-stationary time series. Although sliding window analysis is convenient to implement, the resulting estimates are sensitive to the…

信息论 · 计算机科学 2018-03-14 Proloy Das , Behtash Babadi

The overlapping coefficient is a fundamental measure of similarity between probability distributions. While the case of two distributions has been extensively studied, extending this measure to multiple populations presents both analytical…

统计方法学 · 统计学 2026-03-04 Omar Eidous , Majd Alsheyyab

We study the spreading of damage in the one-dimensional Ising model by means of the stochastic dynamics resulting from coupling the system and its replica by a family of algorithms that interpolate between the heat bath and the…

统计力学 · 物理学 2015-06-24 T. Tome , E. Arashiro , J. R. Drugowich de Felicio , M. J. de Oliveira

Many high dimensional integrals can be reduced to the problem of finding the relative measures of two sets. Often one set will be exponentially larger than the other, making it difficult to compare the sizes. A standard method of dealing…

概率论 · 数学 2011-12-19 Mark Huber , Sarah Schott

A 1-d Ising model is shown to reproduce qualitatively the dynamics of ripple formation. Saltation effect is imposed using a Kawasaki dynamics and a pair interaction over some distance l. Within this model, the ripple state turns out to be…

无序系统与神经网络 · 物理学 2007-05-23 Nicolas Vandewalle , Serge Galam

Minimally stable site (MSS) clusters play a dominant role in shaping avalanches in the self-organized critical (SOC) systems. The manipulation of MSS clusters through local smoothings (diffusion) alter the MSS landscape, suppressing rare…

统计力学 · 物理学 2025-02-26 Armin Makani , Morteza Nattagh Najafi

The inverse Ising problem consists in inferring the coupling constants of an Ising model given the correlation matrix. The fastest methods for solving this problem are based on mean-field approximations, but which one performs better in the…

无序系统与神经网络 · 物理学 2012-08-28 Federico Ricci-Tersenghi

In data-based control, dissipativity can be a powerful tool for attaining stability guarantees for nonlinear systems if that dissipativity can be inferred from data. This work provides a tutorial on several existing methods for data-based…

系统与控制 · 电气工程与系统科学 2024-11-21 Ethan LoCicero , Alex Penne , Leila Bridgeman

We revisit the problem of efficiently learning the underlying parameters of Ising models from data. Current algorithmic approaches achieve essentially optimal sample complexity when given i.i.d. samples from the stationary measure and the…

机器学习 · 计算机科学 2023-11-16 Jason Gaitonde , Elchanan Mossel

We show by means of experiments, theory and simulations, that the slow dynamics of coarsening systems displays dynamic heterogeneity similar to that observed in glass-forming systems. We measure dynamic heterogeneity via novel multi-point…

We propose a parallel version of the cross interpolation algorithm and apply it to calculate high-dimensional integrals motivated by Ising model in quantum physics. In contrast to mainstream approaches, such as Monte Carlo and quasi Monte…

数值分析 · 数学 2019-08-27 Sergey Dolgov , Dmitry Savostyanov

Using a formalism based on the spectral decomposition of the replicated transfer matrix for disordered Ising models, we obtain several results that apply both to isolated one-dimensional systems and to locally tree-like graph and factor…

无序系统与神经网络 · 物理学 2014-08-04 Carlo Lucibello , Flaviano Morone , Tommaso Rizzo

We study the sample-to-sample fluctuations of the overlap probability densities from large-scale equilibrium simulations of the three-dimensional Edwards-Anderson spin glass below the critical temperature. Ultrametricity, Stochastic…