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We study large deviations of the size of the largest connected component in a general class of inhomogeneous random graphs with iid weights, parametrized so that the degree distribution is regularly varying. We derive a large-deviation…

概率论 · 数学 2024-07-02 Joost Jorritsma , Bert Zwart

We consider the following problem: let $n>k$ be natural numbers, and let $G$ be a graph on $n$ vertices (undirected, without loops or multiple edges). Denote by $h_k(G)$ the number of unordered pairs of vertices in the graph $G$ whose…

组合数学 · 数学 2026-01-15 Sergey Dmitrievich Onishchenko

When each vertex is assigned a set, the intersection graph generated by the sets is the graph in which two distinct vertices are joined by an edge if and only if their assigned sets have a nonempty intersection. An interval graph is an…

组合数学 · 数学 2017-02-13 Jeong Han Kim , Sang June Lee , Joohan Na

We propose a distribution-free approach to the study of random geometric graphs. The distribution of vertices follows a Poisson point process with intensity function $nf(\cdot)$, where $n\in \mathbb{N}$, and $f$ is a probability density…

概率论 · 数学 2012-10-22 Srikanth K. Iyer , Debleena Thacker

We study a random graph model in continuous time. Each vertex is partially copied with the same rate, i.e.\ an existing vertex is copied and every edge leading to the copied vertex is copied with independent probability $p$. In addition,…

概率论 · 数学 2024-07-02 Felix Hermann , Peter Pfaffelhuber

The average nearest neighbor degree (ANND) of a node of degree $k$ is widely used to measure dependencies between degrees of neighbor nodes in a network. We formally analyze ANND in undirected random graphs when the graph size tends to…

概率论 · 数学 2018-01-01 Dong Yao , Pim van der Hoorn , Nelly Litvak

In large networks, using the length of shortest paths as the distance measure has shortcomings. A well-studied shortcoming is that extending it to disconnected graphs and directed graphs is controversial. The second shortcoming is that a…

数据结构与算法 · 计算机科学 2018-04-03 Mostafa Haghir Chehreghani , Albert Bifet , Talel Abdessalem

We consider an Erdos-Renyi random graph consisting of N vertices connected by randomly and independently drawing an edge between every pair of them with probability c/N so that at N->infinity one obtains a graph of finite mean degree c. In…

无序系统与神经网络 · 物理学 2022-03-29 Pawat Akara-pipattana , Thiparat Chotibut , Oleg Evnin

Consider the random graph sampled uniformly from the set of all simple graphs with a given degree sequence. Under mild conditions on the degrees, we establish a Large Deviation Principle (LDP) for these random graphs, viewed as elements of…

概率论 · 数学 2020-11-25 Souvik Dhara , Subhabrata Sen

Inhomogeneous random graphs are fundamental models for real-world networks, where prescribed degrees are imposed as soft constraints. A common assumption in such models is that the degree distribution follows a power-law, capturing the…

概率论 · 数学 2026-03-09 Riccardo Michielan , Clara Stegehuis , Bert Zwart

Let $F$ be a probability distribution with support on the non-negative integers. Two algorithms are described for generating a stationary random graph, with vertex set $\mathbb{Z}$, so that the degrees of the vertices are i.i.d.\ random…

概率论 · 数学 2015-09-24 Maria Deijfen , Ronald Meester

In Chung-Lu random graphs, a classic model for real-world networks, each vertex is equipped with a weight drawn from a power-law distribution, and two vertices form an edge independently with probability proportional to the product of their…

离散数学 · 计算机科学 2018-11-06 Karl Bringmann , Ralph Keusch , Johannes Lengler

We consider classes of pseudo-random graphs on $n$ vertices for which the degree of every vertex and the co-degree between every pair of vertices are in the intervals $(np - Cn^\delta,np+Cn^\delta)$ and $(np^2- C n^\delta, np^2 +C…

概率论 · 数学 2016-10-13 Anirban Basak , Shankar Bhamidi , Suman Chakraborty , Andrew Nobel

Many real-world networks of interest are embedded in physical space. We present a new random graph model aiming to reflect the interplay between the geometries of the graph and of the underlying space. The model favors configurations with…

概率论 · 数学 2017-06-14 Jean-Christophe Mourrat , Daniel Valesin

Joint degree vectors give the number of edges between vertices of degree $i$ and degree $j$ for $1\le i\le j\le n-1$ in an $n$-vertex graph. We find lower and upper bounds for the maximum number of nonzero elements in a joint degree vector…

组合数学 · 数学 2017-02-23 Eva Czabarka , Johannes Rauh , Kayvan Sadeghi , Taylor Short , Laszlo A Szekely

Let $G_n$ be a random geometric graph with vertex set $[n]$ based on $n$ i.i.d.\ random vectors $X_1,\ldots,X_n$ drawn from an unknown density $f$ on $\R^d$. An edge $(i,j)$ is present when $\|X_i -X_j\| \le r_n$, for a given threshold…

机器学习 · 统计学 2023-11-23 Caelan Atamanchuk , Luc Devroye , Gabor Lugosi

We study symmetric motifs in random geometric graphs. Symmetric motifs are subsets of nodes which have the same adjacencies. These subgraphs are particularly prevalent in random geometric graphs and appear in the Laplacian and adjacency…

无序系统与神经网络 · 物理学 2017-07-28 Carl P. Dettmann , Georgie Knight

A well-known open problem on the behavior of optimal paths in random graphs in the strong disorder regime, formulated by statistical physicists, and supported by a large amount of numerical evidence over the last decade [31,32,38,70] is as…

概率论 · 数学 2024-01-15 Shankar Bhamidi , Sanchayan Sen

We consider the upper tail large deviations of subgraph counts for irregular graphs $\mathrm{H}$ in $\mathbb{G}(n,p)$, the sparse Erd\H{o}s-R\'enyi graph on $n$ vertices with edge connectivity probability $p \in (0,1)$. For $n^{-1/\Delta}…

概率论 · 数学 2025-04-10 Anirban Basak , Shaibal Karmakar

We deal with a random graph model evolving in discrete time steps by duplicating and deleting the edges of randomly chosen vertices. We prove the existence of an a.s. asymptotic degree distribution, with streched exponential decay; more…

概率论 · 数学 2014-11-10 Ágnes Backhausz , Tamás F. Móri