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The spread of an epidemic is often modeled by an SIR random process on a social network graph. The MinINF problem for optimal social distancing involves minimizing the expected number of infections, when we are allowed to break at most $B$…

数据结构与算法 · 计算机科学 2022-02-18 Amy Babay , Michael Dinitz , Aravind Srinivasan , Leonidas Tsepenekas , Anil Vullikanti

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

Nowadays, people in the modern world communicate with their friends, relatives, and colleagues through the internet. Persons/nodes and communication/edges among them form a network. Social media networks are a type of network where people…

社会与信息网络 · 计算机科学 2025-07-01 Rahul Kumar Gautam

Influence maximization aims to find a subset of seeds that maximize the influence spread under a given budget. In this paper, we mainly address the data-driven version of this problem, where the diffusion model is not given but needs to be…

社会与信息网络 · 计算机科学 2023-11-21 Yuxin Zuo , Haojia Sun , Yongyi Hu , Jianxiong Guo , Xiaofeng Gao

In social networks, a node's position is a form of \it{social capital}. Better-positioned members not only benefit from (faster) access to diverse information, but innately have more potential influence on information spread. Structural…

Influence overlap is a universal phenomenon in influence spreading for social networks. In this paper, we argue that the redundant influence generated by influence overlap cause negative effect for maximizing spreading influence. Firstly,…

社会与信息网络 · 计算机科学 2019-03-04 Ning Wang , Zi-Yi Wang , Jian-Guo Liu , Jing-Ti Han

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

Given a graph G, a budget k and a misinformation seed set S, Influence Minimization (IMIN) via node blocking aims to find a set of k nodes to be blocked such that the expected spread of S is minimized. This problem finds important…

数据库 · 计算机科学 2024-05-22 Jinghao Wang , Yanping Wu , Xiaoyang Wang , Ying Zhang , Lu Qin , Wenjie Zhang , Xuemin Lin

We study the optimal control problem of allocating campaigning resources over the campaign duration and degree classes in a social network. Information diffusion is modeled as a Susceptible-Infected epidemic and direct recruitment of…

社会与信息网络 · 计算机科学 2016-10-27 Kundan Kandhway , Joy Kuri

Influence maximization has been studied for social network analysis, such as viral marketing (advertising), rumor prevention, and opinion leader identification. However, most studies neglect the interplay between influence spread, cost…

社会与信息网络 · 计算机科学 2025-09-10 Mingyang Feng , Qi Zhao , Shan He , Yuhui Shi

Social networks have been popular platforms for information propagation. An important use case is viral marketing: given a promotion budget, an advertiser can choose some influential users as the seed set and provide them free or discounted…

社会与信息网络 · 计算机科学 2016-11-15 Yixin Bao , Xiaoke Wang , Zhi Wang , Chuan Wu , Francis C. M. Lau

Motivated by scenarios of information diffusion and advertising in social media, we study an influence maximization problem in which little is assumed to be known about the diffusion network or about the model that determines how…

机器学习 · 计算机科学 2022-01-17 Alexandra Iacob , Bogdan Cautis , Silviu Maniu

There has been significant interest in the networking community on the impact of cascade effects on the diffusion of networking technology upgrades in the Internet. Thinking of the global Internet as a graph, where each node represents an…

社会与信息网络 · 计算机科学 2015-03-20 Sharon Goldberg , Zhenming Liu

Influencing (and being influenced by) others through social networks is fundamental to all human societies. Whether this happens through the diffusion of rumors, opinions, or viruses, identifying the diffusion source (i.e., the person that…

社会与信息网络 · 计算机科学 2022-09-05 Marcin Waniek , Manuel Cebrian , Petter Holme , Talal Rahwan

Recommendation algorithms have been pointed out as one of the major culprits of misinformation spreading in the digital sphere. However, it is still unclear how these algorithms really propagate misinformation, e.g., it has not been shown…

社会与信息网络 · 计算机科学 2021-03-30 Miriam Fernández , Alejandro Bellogín , Iván Cantador

Reliable propagation of information through large networks, e.g., communication networks, social networks or sensor networks is very important in many applications concerning marketing, social networks, and wireless sensor networks.…

数据结构与算法 · 计算机科学 2018-05-08 Christian Frey , Andreas Züfle , Tobias Emrich , Matthias Renz

In this paper, we consider the problem of maximizing the spread of influence through a social network. Given a graph with a threshold value~$thr(v)$ attached to each vertex~$v$, the spread of influence is modeled as follows: A vertex~$v$…

数据结构与算法 · 计算机科学 2014-08-19 Cristina Bazgan , Morgan Chopin , André Nichterlein , Florian Sikora

Given a social network with nonuniform selection cost of the users, the problem of \textit{Budgeted Influence Maximization} (BIM in short) asks for selecting a subset of the nodes within an allocated budget for initial activation, such that…

社会与信息网络 · 计算机科学 2020-04-09 Suman Banerjee , Mamata Jenamani , Dilip Kumar Pratihar

Social networks have well documented effects at the individual and aggregate level. Consequently it is often useful to understand how an attempt to influence a network will change its structure and consequently achieve other goals. We…

社会与信息网络 · 计算机科学 2016-02-24 Jonathan Mellon , Jordan Yoder , Daniel Evans

Given a social network with diffusion probabilities as edge weights and an integer k, which k nodes should be chosen for initial injection of information to maximize influence in the network? This problem is known as Target Set Selection in…

社会与信息网络 · 计算机科学 2018-08-17 Suman Banerjee , Mamata Jenamani , Dilip Kumar Pratihar