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Information diffusion, spreading of infectious diseases, and spreading of rumors are fundamental processes occurring in real-life networks. In many practical cases, one can observe when nodes become infected, but the underlying network,…

社会与信息网络 · 计算机科学 2022-03-31 Liudmila Prokhorenkova , Alexey Tikhonov , Nelly Litvak

We show how graph neural networks can be used to solve the canonical graph coloring problem. We frame graph coloring as a multi-class node classification problem and utilize an unsupervised training strategy based on the statistical physics…

机器学习 · 计算机科学 2022-11-28 Martin J. A. Schuetz , J. Kyle Brubaker , Zhihuai Zhu , Helmut G. Katzgraber

In this study, we address three important challenges related to disease transmissions such as the COVID-19 pandemic, namely, (a) providing an early warning to likely exposed individuals, (b) identifying individuals who are asymptomatic, and…

种群与进化 · 定量生物学 2021-09-13 Shashanka Ubaru , Lior Horesh , Guy Cohen

Problem definition: Corporate brands, grassroots activists, and ordinary citizens all routinely employ Word-of-mouth (WoM) diffusion to promote products and instigate social change. Our work models the formation and spread of negative…

社会与信息网络 · 计算机科学 2021-05-07 Shuoguang Yang , Shatian Wang , Van-Anh Truong

In today's world, individuals interact with each other in more complicated patterns than ever. Some individuals engage through online social networks (e.g., Facebook, Twitter), while some communicate only through conventional ways (e.g.,…

物理与社会 · 物理学 2015-09-15 Yong Zhuang , Osman Yağan

We consider the model of information diffusion in social networks from \cite{Hui2010a} which incorporates trust (weighted links) between actors, and allows actors to actively participate in the spreading process, specifically through the…

社会与信息网络 · 计算机科学 2013-02-27 Elliot Anshelevich , Ameya Hate , Malik Magdon-Ismail

In this paper we consider an extension of the well-known Influence Maximization Problem in a social network which deals with finding a set of k nodes to initiate a diffusion process so that the total number of influenced nodes at the end of…

社会与信息网络 · 计算机科学 2019-04-19 Kübra Tanınmış , Necati Aras , İ. K. Altınel

We consider distributed algorithms for data aggregation and function computation in sensor networks. The algorithms perform pairwise computations along edges of an underlying communication graph. A token is associated with each sensor node,…

网络与互联网体系结构 · 计算机科学 2015-03-19 Venkatesh Saligrama , Murat Alanyali

We consider bootstrap percolation and diffusion in sparse random graphs with fixed degrees, constructed by configuration model. Every node has two states: it is either active or inactive. We assume that to each node is assigned a…

概率论 · 数学 2022-09-27 Hamed Amini , Erhan Bayraktar , Suman Chakraborty

Distributed learning is the problem of inferring a function in the case where training data is distributed among multiple geographically separated sources. Particularly, the focus is on designing learning strategies with low computational…

机器学习 · 统计学 2016-07-22 Simone Scardapane

One of the fundamental and most-studied algorithmic problems in distributed computing on networks is graph coloring, both in bounded-degree and in general graphs. Recently, the study of this problem has been extended in two directions.…

分布式、并行与集群计算 · 计算机科学 2021-09-14 Nicolas Bousquet , Laurent Feuilloley , Marc Heinrich , Mikaël Rabie

Inspired by distributed resource allocation problems in dynamic topology networks, we initiate the study of distributed consensus with finite messaging passing. We first find a sufficient condition on the network graph for which no…

信息论 · 计算机科学 2010-07-01 Debashis Dash , Ashutosh Sabharwal

What are the key-features that enable an information diffusion model to explain the inherent dynamic, and often competitive, nature of real-world propagation phenomena? In this paper we aim to answer this question by proposing a novel class…

社会与信息网络 · 计算机科学 2018-05-30 Antonio Caliò , Andrea Tagarelli

We identify influential early adopters that achieve a target behavior distribution for a resource constrained social network with multiple costly behaviors. This problem is important for applications ranging from collective behavior change…

社会与信息网络 · 计算机科学 2013-03-26 Kaushik Sarkar , Hari Sundaram

Random intersection graphs have received much interest and been used in diverse applications. They are naturally induced in modeling secure sensor networks under random key predistribution schemes, as well as in modeling the topologies of…

离散数学 · 计算机科学 2015-04-14 Jun Zhao , Osman Yağan , Virgil Gligor

Bootstrap percolation is a well-known activation process in a graph, in which a node becomes active when it has at least $r$ active neighbors. Such process, originally studied on regular structures, has been recently investigated also in…

社会与信息网络 · 计算机科学 2016-03-16 Michele Garetto , Emilio Leonardi , Giovanni Luca Torrisi

This paper examines the structural controllability for a group of agents, called followers, connected to each other based on the consensus law under commands of multiple leaders, which are agents with superior capabilities, over a fixed…

系统与控制 · 计算机科学 2018-03-15 Milad M. Kazemi , Mohsen Zamani , Zhiyong Chen

We consider the problem of steering a multi-agent system to multi-consensus, namely a regime where groups of agents agree on a given value which may be different from group to group. We first address the problem by using distributed…

系统与控制 · 电气工程与系统科学 2021-02-19 Lucia Valentina Gambuzza , Mattia Frasca

Colouring sparse graphs under various restrictions is a theoretical problem of significant practical relevance. Here we consider the problem of maximizing the number of different colours available at the nodes and their neighbourhoods,…

数据结构与算法 · 计算机科学 2009-11-13 K. Y. Michael Wong , David Saad

One key problem in network analysis is the so-called influence maximization problem, which consists in finding a set $S$ of at most $k$ seed users, in a social network, maximizing the spread of information from $S$. This paper studies a…

计算机科学与博弈论 · 计算机科学 2020-03-19 Ruben Becker , Gianlorenzo D'Angelo , Hugo Gilbert
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