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A long line of work in social psychology has studied variations in people's susceptibility to persuasion -- the extent to which they are willing to modify their opinions on a topic. This body of literature suggests an interesting…

社会与信息网络 · 计算机科学 2018-01-29 Rediet Abebe , Jon Kleinberg , David Parkes , Charalampos E. Tsourakakis

We consider two optimization problems in which a planner aims to influence the average transient opinion in the Friedkin-Johnsen dynamics on a network by intervening on the agents' innate opinions. Solving these problems requires full…

物理与社会 · 物理学 2025-09-04 Leonardo Cianfanelli , Giacomo Como , Fabio Fagnani , Asuman Ozdaglar , Francesca Parise

We study the connections between network structure, opinion dynamics, and an adversary's power to artificially induce disagreements. We approach these questions by extending models of opinion formation in the social sciences to represent…

数据结构与算法 · 计算机科学 2020-07-14 Jason Gaitonde , Jon Kleinberg , Eva Tardos

Recent years have seen a marked increase in the spread of misinformation, a phenomenon which has been accelerated and amplified by social media such as Facebook and Twitter. While some actors spread misinformation to push a specific agenda,…

社会与信息网络 · 计算机科学 2020-04-10 Mayee F. Chen , Miklos Z. Racz

The rise of social media and online social networks has been a disruptive force in society. Opinions are increasingly shaped by interactions on online social media, and social phenomena including disagreement and polarization are now…

社会与信息网络 · 计算机科学 2017-12-29 Cameron Musco , Christopher Musco , Charalampos E. Tsourakakis

The focus of this work is on designing influencing strategies to shape the collective opinion of a network of individuals. We consider a variant of the voter model where opinions evolve in one of two ways. In the absence of external…

社会与信息网络 · 计算机科学 2020-02-04 Anmol Gupta , Sharayu Moharir , Neeraja Sahasrabudhe

Public opinion governance in social networks is critical for public health campaigns, political elections, and commercial marketing. In this paper, we addresse the problem of maximizing overall opinion in social networks by strategically…

社会与信息网络 · 计算机科学 2026-03-12 Gengyu Wang , Runze Zhang , Zhongzhi Zhang

In this study, we investigate the under-explored intervention planning aimed at disseminating accurate information within dynamic opinion networks by leveraging learning strategies. Intervention planning involves identifying key nodes…

机器学习 · 计算机科学 2024-11-05 Bharath Muppasani , Protik Nag , Vignesh Narayanan , Biplav Srivastava , Michael N. Huhns

While social networks are widely used as a media for information diffusion, attackers can also strategically employ analytical tools, such as influence maximization, to maximize the spread of adversarial content through the networks. We…

社会与信息网络 · 计算机科学 2020-11-04 Feiran Jia , Kai Zhou , Charles Kamhoua , Yevgeniy Vorobeychik

The process of opinion formation through synthesis and contrast of different viewpoints has been the subject of many studies in economics and social sciences. Today, this process manifests itself also in online social networks and social…

社会与信息网络 · 计算机科学 2013-02-01 Aristides Gionis , Evimaria Terzi , Panayiotis Tsaparas

The goal of opinion maximization is to maximize the positive view towards a product, an ideology or any entity among the individuals in social networks. So far, opinion maximization is mainly studied as finding a set of influential nodes…

社会与信息网络 · 计算机科学 2019-01-03 Anuj Nayak , Seyyedali Hosseinalipour , Huaiyu Dai

The emerging social network platforms enable users to share their own opinions, as well as to exchange opinions with others. However, adversarial network perturbation, where malicious users intentionally spread their extreme opinions,…

计算机与社会 · 计算机科学 2023-04-26 Yuejiang Li , Zhanjiang Chen , H. Vicky Zhao

Networked multi-agent dynamical systems have been used to model how individual opinions evolve over time due to the opinions of other agents in the network. Particularly, such a model has been used to study how a planning agent can be used…

社会与信息网络 · 计算机科学 2026-03-19 Sheryl Paul , Leslie Cruz Juarez , Jyotirmoy V. Deshmukh , Ketan Savla

Rumor propagation in social networks undermines social stability and public trust, calling for interventions that are both effective and resource-efficient. We develop a node-level, time-varying optimal intervention framework that allocates…

社会与信息网络 · 计算机科学 2025-11-03 Yan Zhu , Qingyang Liu , Chang Guo , Tianlong Fan , Linyuan Lü

In this paper we propose a novel control approach for opinion dynamics on evolving networks. The controls modify the strength of connections in the network, rather than influencing opinions directly, with the overall goal of steering the…

物理与社会 · 物理学 2024-04-16 Andrew Nugent , Susana N. Gomes , Marie-Therese Wolfram

In this article we study the allocation of a budget to promote an opinion in a group of agents. We assume that their opinion dynamics are based on the well-known voter model. We are interested in finding the most efficient use of a budget…

计算机科学与博弈论 · 计算机科学 2017-11-23 Susana Rey , Patricio Reyes , Alonso Silva

The classic influence maximization problem finds a limited number of influential seed users in a social network such that the expected number of influenced users in the network, following an influence cascade model, is maximized. The…

社会与信息网络 · 计算机科学 2019-10-29 Kaivalya Rawal , Arijit Khan

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

Influence propagation has been the subject of extensive study due to its important role in social networks, epidemiology, and many other areas. Understanding propagation mechanisms is critical to control the spread of fake news or…

最优化与控制 · 数学 2022-09-28 Vinicius Ferreira , Artur Pessoa , Thibaut Vidal

We investigate the novel problem of voting-based opinion maximization in a social network: Find a given number of seed nodes for a target campaigner, in the presence of other competing campaigns, so as to maximize a voting-based score for…

社会与信息网络 · 计算机科学 2022-09-15 Arkaprava Saha , Xiangyu Ke , Arijit Khan , Laks V. S. Lakshmanan
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