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A widely studied process of influence diffusion in social networks posits that the dynamics of influence diffusion evolves as follows: Given a graph $G=(V,E)$, representing the network, initially \emph{only} the members of a given…

数据结构与算法 · 计算机科学 2015-12-22 Gennaro Cordasco , Luisa Gargano , Adele A. Rescigno , Ugo Vaccaro

Influence maximization is the problem of finding a set of users in a social network, such that by targeting this set, one maximizes the expected spread of influence in the network. Most of the literature on this topic has focused…

数据库 · 计算机科学 2011-10-03 Amit Goyal , Francesco Bonchi , Laks V. S. Lakshmanan

In this paper, we study the adversarial attacks on influence maximization under dynamic influence propagation models in social networks. In particular, given a known seed set S, the problem is to minimize the influence spread from S by…

社会与信息网络 · 计算机科学 2022-12-20 Lichao Sun , Xiaobin Rui , Wei Chen

Influence maximization is the problem of finding a set of influential users in a social network such that the expected spread of influence under a certain propagation model is maximized. Much of the previous work has neglected the important…

社会与信息网络 · 计算机科学 2016-11-18 Wei Lu , Laks V. S. Lakshmanan

This work is aimed at studying realistic social control strategies for social networks based on the introduction of random information into the state of selected driver agents. Deliberately exposing selected agents to random information is…

社会与信息网络 · 计算机科学 2018-07-23 Marco Cremonini , Francesca Casamassima

We consider the problem of influence maximization in fixed networks for contagion models in an adversarial setting. The goal is to select an optimal set of nodes to seed the influence process, such that the number of influenced nodes at the…

社会与信息网络 · 计算机科学 2019-01-23 Justin Khim , Varun Jog , Po-Ling Loh

Social media has brought a revolution on how people are consuming news. Beyond the undoubtedly large number of advantages brought by social-media platforms, a point of criticism has been the creation of echo chambers and filter bubbles,…

社会与信息网络 · 计算机科学 2018-01-08 Kiran Garimella , Aristides Gionis , Nikos Parotsidis , Nikolaj Tatti

As a widely observable social effect, influence diffusion refers to a process where innovations, trends, awareness, etc. spread across the network via the social impact among individuals. Motivated by such social effect, the concept of…

社会与信息网络 · 计算机科学 2020-12-24 Liang Ma

In many real-world scenarios, an individual's local social network carries significant influence over the opinions they form and subsequently propagate. In this paper, we propose a novel diffusion model -- the Pressure Threshold model (PT)…

社会与信息网络 · 计算机科学 2026-04-03 Curt Stutsman , Eliot W. Robson , Abhishek K. Umrawal

We study a combinatorial model of the spread of influence in networks that generalizes existing schemata recently proposed in the literature. In our model, agents change behaviors/opinions on the basis of information collected from their…

数据结构与算法 · 计算机科学 2013-11-21 Luisa Gargano , Pavol Hell , Joseph G. Peters , Ugo Vaccaro

This paper studies the multi-cascade influence maximization problem, which explores strategies for launching one information cascade in a social network with multiple existing cascades. With natural extensions to the classic models, we…

社会与信息网络 · 计算机科学 2019-12-03 Guangmo Tong , Ruiqi Wang , Zheng Dong

Online social networks are used to diffuse opinions and ideas among users, enabling a faster communication and a wider audience. The way in which opinions are conditioned by social interactions is usually called social influence. Social…

社会与信息网络 · 计算机科学 2019-07-03 Federico Corò , Emilio Cruciani , Gianlorenzo D'Angelo , Stefano Ponziani

We study the influence minimization problem: given a graph $G$ and a seed set $S$, blocking at most $b$ nodes or $b$ edges such that the influence spread of the seed set is minimized. This is a pivotal yet underexplored aspect of network…

数据库 · 计算机科学 2024-12-06 Jiadong Xie , Fan Zhang , Kai Wang , Jialu Liu , Xuemin Lin , Wenjie Zhang

Influence Maximization (IM) is a classical combinatorial optimization problem, which can be widely used in mobile networks, social computing, and recommendation systems. It aims at selecting a small number of users such that maximizing the…

社会与信息网络 · 计算机科学 2023-06-16 Yandi Li , Haobo Gao , Yunxuan Gao , Jianxiong Guo , Weili Wu

The operation of adding edges has been frequently used to the study of opinion dynamics in social networks for various purposes. In this paper, we consider the edge addition problem for the DeGroot model of opinion dynamics in a social…

社会与信息网络 · 计算机科学 2021-06-14 Xiaotian Zhou , Zhongzhi Zhang

Influence maximization is the task of finding a set of seed nodes in a social network such that the influence spread of these seed nodes based on certain influence diffusion model is maximized. Topic-aware influence diffusion models have…

社会与信息网络 · 计算机科学 2014-11-24 Wei Chen , Tian Lin , Cheng Yang

The information flows among the people while they communicate through social media websites. Due to the dependency on digital media, a person shares important information or regular updates with friends and family. The set of persons on…

社会与信息网络 · 计算机科学 2024-06-14 Rahul Kumar Gautam , Anjeneya Swami Kare , Durga Bhavani S

The problem of selecting an optimal seed set to maximise influence in networks has been a subject of intense research in recent years. However, despite numerous works addressing this area, it remains a topic that requires further…

社会与信息网络 · 计算机科学 2025-04-16 Michał Czuba , Piotr Bródka

Influence maximization (IM) is a classic problem that aims to identify a small group of critical individuals, known as seeds, who can influence the largest number of users in a social network through word-of-mouth. This problem finds…

社会与信息网络 · 计算机科学 2024-10-23 Yiqian Huang , Shiqi Zhang , Laks V. S. Lakshmanan , Wenqing Lin , Xiaokui Xiao , Bo Tang

Information cascade in online social networks can be rather negative, e.g., the spread of rumors may trigger panic. To limit the influence of misinformation in an effective and efficient manner, the influence minimization (IMIN) problem is…

数据库 · 计算机科学 2023-02-28 Jiadong Xie , Fan Zhang , Kai Wang , Xuemin Lin , Wenjie Zhang