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We consider bond percolation on random graphs with given degrees and bounded average degree. In particular, we consider the order of the largest component after the random deletion of the edges of such a random graph. We give a rough…

组合数学 · 数学 2022-01-12 Nikolaos Fountoulakis , Felix Joos , Guillem Perarnau

Graph-theoretic methods have seen wide use throughout the literature on multi-agent control and optimization. When communications are intermittent and unpredictable, such networks have been modeled using random communication graphs. When…

最优化与控制 · 数学 2020-08-12 Beth Bjorkman , Matthew Hale , Thomas Lamkin , Benjamin Robinson , Craig Thompson

Recent work on the structure of social networks and the internet has focussed attention on graphs with distributions of vertex degree that are significantly different from the Poisson degree distributions that have been widely studied in…

统计力学 · 物理学 2009-10-31 M. E. J. Newman , S. H. Strogatz , D. J. Watts

The degree distributions of complex networks are usually considered to be power law. However, it is not the case for a large number of them. We thus propose a new model able to build random growing networks with (almost) any wanted degree…

社会与信息网络 · 计算机科学 2020-12-08 Thibaud Trolliet , Frédéric Giroire , Stéphane Pérennes

We present a method for the construction of ensembles of random networks that consist of a single connected component with a given degree distribution. This approach extends the construction toolbox of random networks beyond the…

无序系统与神经网络 · 物理学 2019-04-19 Ido Tishby , Ofer Biham , Eytan Katzav , Reimer Kühn

In this work we give precise asymptotic expressions on the probability of the existence of fixed-size components at the threshold of connectivity for random geometric graphs.

离散数学 · 计算机科学 2008-07-23 J. Diaz , D. Mitsche , X. Perez

In this paper we present a generalization of the classical configuration model. Like the classical configuration model, the generalized configuration model allows users to specify an arbitrary degree distribution. In our generalized…

社会与信息网络 · 计算机科学 2021-06-02 Duan-Shin Lee , Cheng-Shang Chang , Miao Zhu , Hung-Chih Li

The configuration model is a sequence of random graphs constructed such that in the large network limit the degree distribution converges to a pre-specified probability distribution. The component structure of such random graphs can be…

概率论 · 数学 2019-12-12 Shankar Bhamidi , Amarjit Budhiraja , Paul Dupuis , Ruoyu Wu

Random intersection graphs containing an underlying community structure are a popular choice for modelling real-world networks. Given the group memberships, the classical random intersection graph is obtained by connecting individuals when…

概率论 · 数学 2023-08-31 Marta Milewska , Remco van der Hofstad , Bert Zwart

Using a maximum entropy principle to assign a statistical weight to any graph, we introduce a model of random graphs with arbitrary degree distribution in the framework of standard statistical mechanics. We compute the free energy and the…

无序系统与神经网络 · 物理学 2007-05-23 M. Bauer , D. Bernard

We study the statistical properties of the generation of random graphs according the configuration model, where one assigns randomly degrees to nodes. This model is often used, e.g., for the scale-free degree distribution ~d^gamma. For the…

无序系统与神经网络 · 物理学 2015-05-28 Hendrike Klein-Hennig , Alexander K. Hartmann

We consider the count of subgraphs with an arbitrary configuration of endpoints in the random-connection model based on a Poisson point process on ${\Bbb R}^d$. We present combinatorial expressions for the computation of the cumulants and…

概率论 · 数学 2025-07-02 Qingwei Liu , Nicolas Privault

Computation of the probability that a random graph is connected is a challenging problem, so it is natural to turn to approximations such as Monte Carlo methods. We describe sequential importance resampling and splitting algorithms for the…

统计计算 · 统计学 2015-06-04 Rohan Shah , Dirk P. Kroese

We provide a framework for modeling social network formation through conditional multinomial logit models from discrete choice and random utility theory, in which each new edge is viewed as a "choice" made by a node to connect to another…

社会与信息网络 · 计算机科学 2020-05-22 Jan Overgoor , Austin R. Benson , Johan Ugander

In statistical mechanical investigations on complex networks, it is useful to employ random graphs ensembles as null models, to compare with experimental realizations. Motivated by transcription networks, we present here a simple way to…

统计力学 · 物理学 2009-11-11 F. Bassetti , M. Cosentino Lagomarsino , B. Bassetti , P. Jona

We propose a Markov chain simulation method to generate simple connected random graphs with a specified degree sequence and level of clustering. The networks generated by our algorithm are random in all other respects and can thus serve as…

离散数学 · 计算机科学 2010-02-09 Shweta Bansal , Shashank Khandelwal , Lauren Ancel Meyers

Nodes are randomly distributed within an annulus (and then a shell) to form a point pattern of communication terminals which are linked stochastically according to the Rayleigh fading of radio-frequency data signals. We then present…

组合数学 · 数学 2017-06-15 Alexander P. Kartun-Giles , Orestis Georgiou , Carl P. Dettmann

In this paper we propose a distributed algorithm for the estimation and control of the connectivity of ad-hoc networks in the presence of a random topology. First, given a generic random graph, we introduce a novel stochastic power…

分布式、并行与集群计算 · 计算机科学 2015-06-17 Paolo Di Lorenzo , Sergio Barbarossa

Online social networks are a dominant medium in everyday life to stay in contact with friends and to share information. In Twitter, users can connect with other users by following them, who in turn can follow back. In recent years,…

In the process of building (structural learning) a probabilistic graphical model from a set of observed data, the directional, cyclic dependencies between the random variables of the model are often found. Existing graphical models such as…

机器学习 · 计算机科学 2023-10-26 Oleksii Sirotkin