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Graphs are pervasive in our everyday lives, with relevance to biology, the internet, and infrastructure, as well as numerous other applications. It is thus necessary to have an understanding as to how quickly a graph disintegrates, whether…

社会与信息网络 · 计算机科学 2025-12-25 Jeremie Fish , Mahesh Banavar , Erik Bollt

In this paper, we propose a perturbation framework to measure the robustness of graph properties. Although there are already perturbation methods proposed to tackle this problem, they are limited by the fact that the strength of the…

社会与信息网络 · 计算机科学 2019-01-29 Yali Wan , Marina Meila

As a result of the interaction of rapid development and competition in information technologies, the reliability of a network and how solid it remains is important. It is called the hat vulnerability of the network to measure the endurance…

组合数学 · 数学 2021-03-15 Ersin Aslan , Ayşe Kahveci Özdemir

We describe the structure of connected graphs with the minimum and maximum average distance, radius, diameter, betweenness centrality, efficiency and resistance distance, given their order and size. We find tight bounds on these graph…

分子网络 · 定量生物学 2011-05-02 Dionysios Barmpoutis , Richard M. Murray

Research on the robustness of the Internet has gained critical importance in the last decades because more and more individuals, societies and firms rely on this global network infrastructure for communication, knowledge transfer, business…

网络与互联网体系结构 · 计算机科学 2021-03-10 Milena Oehlers , Benjamin Fabian

The notions of $r$-robustness and $(r,s)$-robustness of a network have been earlier introduced in the literature to achieve resilient consensus in the presence of misbehaving agents. However, while higher robustness levels enable networks…

系统与控制 · 电气工程与系统科学 2026-03-02 Haejoon Lee , Dimitra Panagou

Network reliability measures the probability that a target node is reachable from a source node in an uncertain graph, i.e., a graph where every edge is associated with a probability of existence. In this paper, we investigate the novel and…

数据库 · 计算机科学 2020-05-26 Xiangyu Ke , Arijit Khan , Mohammad Al Hasan , Rojin Rezvansangsari

Network robustness research aims at finding a measure to quantify network robustness. Once such a measure has been established, we will be able to compare networks, to improve existing networks and to design new networks that are able to…

离散数学 · 计算机科学 2013-11-21 W. Ellens , R. E. Kooij

Robustness is a critical measure of the resilience of large networked systems, such as transportation and communication networks. Most prior works focus on the global robustness of a given graph at large, e.g., by measuring its overall…

社会与信息网络 · 计算机科学 2015-01-09 Hau Chan , Shuchu Han , Leman Akoglu

Networks are inherently vulnerable to vertex failures, making the analysis of their structural robustness a fundamental problem in graph theory. In this study, we investigate the closeness and vertex residual closeness of graphs, with a…

离散数学 · 计算机科学 2026-04-14 Hande Tuncel Golpek , Mehmet Ali Bilici , Aysun Aytac

The study of network robustness is a critical tool in the characterization and sense making of complex interconnected systems such as infrastructure, communication and social networks. While significant research has been conducted in all of…

社会与信息网络 · 计算机科学 2022-03-31 Scott Freitas , Diyi Yang , Srijan Kumar , Hanghang Tong , Duen Horng Chau

Motivated by problems modeling the spread of infections in networks, in this paper we explore which bipartite graphs are most resilient to widespread infections under various parameter settings. Namely, we study bipartite networks with a…

数据结构与算法 · 计算机科学 2018-01-10 Shelby Heinecke , Will Perkins , Lev Reyzin

This work considers the robustness of uncertain consensus networks. The first set of results studies the stability properties of consensus networks with negative edge weights. We show that if either the negative weight edges form a cut in…

最优化与控制 · 数学 2015-03-03 Daniel Zelazo , Mathias Bürger

Despite the exploding interest in graph neural networks there has been little effort to verify and improve their robustness. This is even more alarming given recent findings showing that they are extremely vulnerable to adversarial attacks…

机器学习 · 计算机科学 2019-12-20 Aleksandar Bojchevski , Stephan Günnemann

In recent years, the notion of r-robustness for the communication graph of the network has been introduced to address the challenge of achieving consensus in the presence of misbehaving agents. Higher r-robustness typically implies higher…

系统与控制 · 电气工程与系统科学 2025-04-14 Haejoon Lee , Dimitra Panagou

Designing well-connected graphs is a fundamental problem that frequently arises in various contexts across science and engineering. The weighted number of spanning trees, as a connectivity measure, emerges in numerous problems and plays a…

数据结构与算法 · 计算机科学 2016-04-13 Kasra Khosoussi , Gaurav S. Sukhatme , Shoudong Huang , Gamini Dissanayake

In varying degree distributions, we investigate the optimally robust networks against targeted attacks to nodes with higher degrees. In considering that a network tends to have more robustness with a smaller variance of degree…

物理与社会 · 物理学 2023-01-18 Masaki Chujyo , Yukio Hayashi , Takehisa Hasegawa

The second-largest eigenvalue and second-smallest Laplacian eigenvalue of a graph are measures of its connectivity. These eigenvalues can be used to analyze the robustness, resilience, and synchronizability of networks, and are related to…

组合数学 · 数学 2018-07-20 Aida Abiad , Boris Brimkov , Xavier Martinez-Rivera , O Suil , Jingmei Zhang

Link residual closeness is a newly proposed measure for network vulnerability. In this model, vertices are perfectly reliable and the links fail independently of each other. It measures the vulnerability even when the removal of links does…

社会与信息网络 · 计算机科学 2023-11-07 Leyou Xu , Chengli Li , Bo Zhou

We present a simple iterative strategy for measuring the connection strength between a pair of vertices in a graph. The method is attractive in that it has a linear complexity and can be easily parallelized. Based on an analysis of the…

离散数学 · 计算机科学 2009-09-24 Jie Chen , Ilya Safro
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