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Influence maximization is a prototypical problem enabling applications in various domains, and it has been extensively studied in the past decade. The classic influence maximization problem explores the strategies for deploying seed users…

社会与信息网络 · 计算机科学 2019-04-15 Guangmo Tong , Ruiqi Wang

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

This paper examines the problem of adaptive influence maximization in social networks. As adaptive decision making is a time-critical task, a realistic feedback model has been considered, called myopic. In this direction, we propose the…

社会与信息网络 · 计算机科学 2018-07-09 Guillaume Salha , Nikolaos Tziortziotis , Michalis Vazirgiannis

Now-a-days, \emph{Online Social Networks} have been predominantly used by commercial houses for viral marketing where the goal is to maximize profit. In this paper, we study the problem of Profit Maximization in the two\mbox{-}phase…

数据库 · 计算机科学 2022-07-19 Poonam Sharma , Suman Banerjee

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

Recommendation systems represent an important tool for news distribution on the Internet. In this work we modify a recently proposed social recommendation model in order to deal with no explicit ratings of users on news. The model consists…

物理与社会 · 物理学 2015-05-27 Dong Wei , Tao Zhou , Giulio Cimini , Pei Wu , Weiping Liu , Yi-Cheng Zhang

Given a large population, it is an intensive task to gather individual preferences over a set of alternatives and arrive at an aggregate or collective preference of the population. We show that social network underlying the population can…

社会与信息网络 · 计算机科学 2017-11-17 Swapnil Dhamal , Rohith D. Vallam , Y. Narahari

With the popularity of OSNs, finding a set of most influential users (or nodes) so as to trigger the largest influence cascade is of significance. For example, companies may take advantage of the "word-of-mouth" effect to trigger a large…

社会与信息网络 · 计算机科学 2017-01-10 Pengpeng Zhao , Yongkun Li , Hong Xie , Zhiyong Wu , Yinlong Xu , John C. S. Lui

Influence maximization is a well-studied problem that asks for a small set of influential users from a social network, such that by targeting them as early adopters, the expected total adoption through influence cascades over the network is…

社会与信息网络 · 计算机科学 2015-11-06 Wei Lu , Wei Chen , Laks V. S. Lakshmanan

Today, many companies take advantage of viral marketing to promote their new products, and since there are several competing companies in many markets, Competitive Influence Maximization has attracted much attention. Two categories of…

社会与信息网络 · 计算机科学 2019-12-30 Amirhossein Ansari , Masoud Dadgar , Ali Hamzeh , Jörg Schlötterer , Michael Granitzer

Nowadays, organizations use viral marketing strategies to promote their products through social networks. It is expensive to directly send the product promotional information to all the users in the network. In this context, Kempe et al.…

社会与信息网络 · 计算机科学 2024-10-23 Rahul Kumar Gautam , Anjeneya Swami Kare , S. Durga Bhavani

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

Social networks represent nowadays in many contexts the main source of information transmission and the way opinions and actions are influenced. For instance, generic advertisements are way less powerful than suggestions from our contacts.…

神经与进化计算 · 计算机科学 2021-05-03 Kateryna Konotopska , Giovanni Iacca

Social media have a great potential to improve information dissemination in our society, yet, they have been held accountable for a number of undesirable effects, such as polarization and filter bubbles. It is thus important to understand…

社会与信息网络 · 计算机科学 2018-11-27 Antonis Matakos , Aristides Gionis

The identification of the minimal set of nodes that maximizes the propagation of information is one of the most relevant problems in network science. In this paper, we introduce a new method to find the set of initial spreaders to maximize…

We consider the problem of selecting $k$ seed nodes in a network to maximize the minimum probability of activation under an independent cascade beginning at these seeds. The motivation is to promote fairness by ensuring that even the least…

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

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

User engagement in online social networking depends critically on the level of social activity in the corresponding platform--the number of online actions, such as posts, shares or replies, taken by their users. Can we design data-driven…

社会与信息网络 · 计算机科学 2018-02-21 Ali Zarezade , Abir De , Utkarsh Upadhyay , Hamid R. Rabiee , Manuel Gomez-Rodriguez

Information diffusion in networks has received a lot of recent attention. Most previous work addresses the influence maximization problem of selecting an appropriate set of seed nodes to initiate the diffusion process so that the largest…

社会与信息网络 · 计算机科学 2016-09-13 Konstantinos Liontis , Evaggelia Pitoura