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Despite the recently exhibited importance of higher-order interactions for various processes, few flexible (null) models are available. In particular, most studies on hypergraphs focus on a small set of theoretical models. Here, we…

统计力学 · 物理学 2022-12-28 Marc Barthelemy

This work studies the limitations of uniquely identifying the structure (i.e., topology) of a networked linear system from partial measurements of its nodal dynamics. In general, many networks can be consistent with these measurements; this…

系统与控制 · 电气工程与系统科学 2026-03-13 Jaidev Gill , Jing Shuang Li

We consider an inhomogeneous Erd\H{o}s-R\'enyi random graph $G_N$ with vertex set $[N] = \{1,\dots,N\}$ for which the pair of vertices $i,j \in [N]$, $i\neq j$, is connected by an edge with probability $r_N(\tfrac{i}{N},\tfrac{j}{N})$,…

概率论 · 数学 2025-01-08 Rajat Subhra Hazra , Frank den Hollander , Maarten Markering

Limiting distributions are derived for the sparse connected components that are present when a random graph on $n$ vertices has approximately $\half n$ edges. In particular, we show that such a graph consists entirely of trees, unicyclic…

概率论 · 数学 2008-02-03 Svante Janson , Donald E. Knuth , Tomasz Łuczak , Boris Pittel

The exponential family of random graphs is one of the most promising class of network models. Dependence between the random edges is defined through certain finite subgraphs, analogous to the use of potential energy to provide dependence…

数学物理 · 物理学 2015-06-11 Mei Yin

The fundamental decomposition of a chemical reaction network (CRN) is induced by partitioning the reaction set into "fundamental classes". It was the basis of the Higher Deficiency Algorithm for mass action systems of Ji and Feinberg, and…

动力系统 · 数学 2020-08-13 Bryan S. Hernandez

Random fiber networks form the structural foundation of numerous biological tissues and engineered materials. From a mechanics perspective, understanding the structure-function relationships of random fiber networks is particularly…

软凝聚态物质 · 物理学 2025-06-24 Peerasait Prachaseree , Emma Lejeune

We present asymptotic and finite-sample results on the use of stochastic blockmodels for the analysis of network data. We show that the fraction of misclassified network nodes converges in probability to zero under maximum likelihood…

统计理论 · 数学 2012-05-22 David S. Choi , Patrick J. Wolfe , Edoardo M. Airoldi

Stochastic reaction networks are dynamical models of biochemical reaction systems and form a particular class of continuous-time Markov chains on $\mathbb{N}^n$. Here we provide a fundamental characterisation that connects structural…

概率论 · 数学 2018-05-22 Daniele Cappelletti , Carsten Wiuf

Recently, network error correction coding (NEC) has been studied extensively. Several bounds in classical coding theory have been extended to network error correction coding, especially the Singleton bound. In this paper, following the…

信息论 · 计算机科学 2010-11-08 Xuan Guang , Fang-Wei Fu , Zhen Zhang

We consider a model for heterogeneous 'gene regulatory networks' that is a generalization of the model proposed by Chatterjee and Durrett (2011) as an "annealed approximation" of Kauffmann's (1969) random Boolean networks. In this model,…

概率论 · 数学 2013-10-17 Shirshendu Chatterjee

We consider settings in which the distribution of a multivariate random variable is partly ambiguous. We assume the ambiguity lies on the level of the dependence structure, and that the marginal distributions are known. Furthermore, a…

数理金融 · 定量金融 2020-05-27 Stephan Eckstein , Michael Kupper , Mathias Pohl

We study the gradient-based training of large-depth residual networks (ResNets) from standard random initializations. We show that infinite-depth ResNets behave as if they were infinitely wide, regardless of their actual width. More…

机器学习 · 计算机科学 2026-03-04 Lénaïc Chizat

We study the graph alignment problem over two independent Erd\H{o}s-R\'enyi graphs on $n$ vertices, with edge density $p$ falling into two regimes separated by the critical window around $p_c=\sqrt{\log n/n}$. Our result reveals an…

概率论 · 数学 2025-03-27 Hang Du , Shuyang Gong , Rundong Huang

A probabilistic framework is introduced that represents stylized banking networks and aims to predict the size of contagion events. In contrast to previous work on random financial networks, which assumes independent connections between…

综合金融 · 定量金融 2011-10-20 Thomas R. Hurd , James P. Gleeson

Zero-error coding encompasses a variety of source and channel problems where the probability of error must be exactly zero. This condition is stricter than that of the vanishing error regime, where the error probability goes to zero as the…

信息论 · 计算机科学 2025-12-02 Nicolas Charpenay , Maël Le Treust , Aline Roumy

We suggest an approach to study hierarchy, especially hidden one, of complex networks based on the analysis of their vulnerability. Two quantities are proposed as a measure of network hierarchy. The first one is the system vulnerability V.…

无序系统与神经网络 · 物理学 2007-05-23 V. Gol'dshtein , G. A. Koganov , G. I. Surdutovich

Consider the complete graph \(K_n\) on \(n\) vertices where each edge \(e\) is independently open with probability \(p_n(e)\) or closed otherwise. Here \(\frac{C-\alpha_n}{n} \leq p_n(e) \leq \frac{C+\alpha_n}{n}\) where \(C > 0\) is a…

概率论 · 数学 2017-04-04 Ghurumuruhan Ganesan

Utilizing a generative regime switching framework, we perform Monte-Carlo simulations of asset returns for Value at Risk threshold estimation. Using equity markets and long term bonds as test assets in the global, US, Euro area and UK…

风险管理 · 定量金融 2020-05-07 Alexander Arimond , Damian Borth , Andreas Hoepner , Michael Klawunn , Stefan Weisheit

The relationship between sequences and secondary structures or shapes in RNA exhibits robust statistical properties summarized by three notions: (1) the notion of a typical shape (that among all sequences of fixed length certain shapes are…

生物物理 · 物理学 2009-10-31 Peter Schuster , Walter Fontana