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The diffusion of information and behaviors over social networks is of considerable interest in research fields ranging from sociology to computer science and application domains such as marketing, finance, human health, and national…

适应与自组织系统 · 物理学 2009-12-31 Richard Colbaugh , Kristin Glass

We consider the problem of maximizing the spread of influence in a social network by choosing a fixed number of initial seeds --- a central problem in the study of network cascades. The majority of existing work on this problem, formally…

社会与信息网络 · 计算机科学 2016-09-22 Rico Angell , Grant Schoenebeck

When spreading information over social networks, seeding algorithms selecting users to start the dissemination play a crucial role. The majority of existing seeding algorithms focus solely on maximizing the total number of reached nodes,…

社会与信息网络 · 计算机科学 2022-08-29 Maciej Styczen , Bing-Jyue Chen , Ya-Wen Teng , Yvonne-Anne Pignolet , Lydia Chen , De-Nian Yang

Information spread through social networks is ubiquitous. Influence maximiza- tion (IM) algorithms aim to identify individuals who will generate the greatest spread through the social network if provided with information, and have been…

机器学习 · 统计学 2023-05-16 Octavio Mesner , Elizaveta Levina , Ji Zhu

We study the diffusion of a true and a false message (the rumor) in a social network. Upon hearing a message, individuals may believe it, disbelieve it, or debunk it through costly verification. Whenever the truth survives in steady state,…

理论经济学 · 经济学 2022-05-12 Luca P. Merlino , Paolo Pin , Nicole Tabasso

A clustered gossip network is considered in which a source updates its information over time, and end-nodes, organized in clusters through clusterheads, are keeping track of it. The goal for the nodes is to remain as fresh as possible,…

信息论 · 计算机科学 2025-12-16 Irtiza Hasan , Ahmed Arafa

Influence maximization is the task of selecting a small number of seed nodes in a social network to maximize the influence spread from these seeds. It has been widely investigated in the past two decades. In the canonical setting, the…

社会与信息网络 · 计算机科学 2022-02-21 Zhijie Zhang , Wei Chen , Xiaoming Sun , Jialin Zhang

We study the effectiveness of using multiple phases for maximizing the extent of information diffusion through a social network, and present insights while considering various aspects. In particular, we focus on the independent cascade…

社会与信息网络 · 计算机科学 2018-02-27 Swapnil Dhamal

Numerus works that study the spread of information in social networks include a spreading mechanism in which a set of nodes is initially infected (i.e. seeded), followed by a viral process, which spontaneously spread the message through the…

社会与信息网络 · 计算机科学 2017-04-07 Alon Sela , Dmitri Goldenberg , Irad Ben-Gal , Erez Shmueli

Information spreading in online social communities has attracted tremendous attention due to its utmost practical values in applications. Despite that several individual-level diffusion data have been investigated, we still lack the…

物理与社会 · 物理学 2018-11-21 Sen Pei , Lev Muchnik , Shaoting Tang , Zhiming Zheng , Hernan A. Makse

Detecting spreading outbreaks in social networks with sensors is of great significance in applications. Inspired by the formation mechanism of human's physical sensations to external stimuli, we propose a new method to detect the influence…

物理与社会 · 物理学 2017-02-08 Sen Pei , Shaoting Tang , Zhiming Zheng

The problem of maximizing information diffusion, given a certain budget expressed in terms of the number of seed nodes, is an important topic in social networks research. Existing literature focuses on single phase diffusion where all seed…

社会与信息网络 · 计算机科学 2017-06-26 Swapnil Dhamal , Prabuchandran K. J. , Y. Narahari

The concept of ranking aggregation plays a central role in preference analysis, and numerous algorithms for calculating median rankings, often originating in social choice theory, have been documented in the literature, offering theoretical…

机器学习 · 计算机科学 2026-05-14 Kerrian Le Caillec , Anna Van Elst , Igor Colin , Stephan Clémençon

Ties between individuals on a social network can represent different dimensions of interactions, and the spreading of information and innovations on these networks could potentially be driven by some dimensions more than by others. In this…

物理与社会 · 物理学 2016-11-28 Elisa Omodei , Alex Arenas

This paper analyzes the adoption of unstructured P2P overlay networks to build publish-subscribe systems. We consider a very simple distributed communication protocol, based on gossip and on the local knowledge each node has about…

分布式、并行与集群计算 · 计算机科学 2012-06-21 Stefano Ferretti

Junior, Machado and Zuluaga (2011) studied a model to understand the spread of a rumour. Their model consists of individuals situated at the integer points of the line $\N$. An individual at the origin $0$ starts a rumour and passes it to…

统计理论 · 数学 2018-12-05 Farkhondeh Alsadat Sajadi , Rahul Roy

Information diffusion is a fundamental process that takes place over networks. While it is rarely realistic to observe the individual transmissions of the information diffusion process, it is typically possible to observe when individuals…

社会与信息网络 · 计算机科学 2019-10-11 Daniel Campos , Zoe Konrad

We study four discrete time stochastic systems on $\bbN$ modeling processes of rumour spreading. The involved individuals can either have an active or a passive role, speaking up or asking for the rumour. The appetite in spreading or…

概率论 · 数学 2019-03-05 Valdivino V. Junior , Fabio P. Machado , Mauricio Zuluaga

Exploring the internal mechanism of information spreading is critical for understanding and controlling the process. Traditional spreading models often assume individuals play the same role in the spreading process. In reality, however,…

社会与信息网络 · 计算机科学 2025-07-10 Chang Su , Fang Zhou , Linyuan Lü

Multilayer networks are the underlying structures of multiple real-world systems where we have more than one type of interaction/relation between nodes: social, biological, computer, or communication, to name only a few. In many cases, they…

社会与信息网络 · 计算机科学 2021-03-15 Piotr Bródka , Jarosław Jankowski , Radosław Michalski