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The well-known influence maximization problem aims at maximizing the influence of one information cascade in a social network by selecting appropriate seed users prior to the diffusion process. In its adaptive version, additional seed users…

社会与信息网络 · 计算机科学 2020-03-30 Guangmo Tong , Ruiqi Wang , Zheng Dong , Xiang Li

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

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

Like other social systems, in collaborative filtering a small number of "influential" users may have a large impact on the recommendations of other users, thus affecting the overall behavior of the system. Identifying influential users and…

社会与信息网络 · 计算机科学 2019-05-21 Farzad Eskandanian , Nasim Sonboli , Bamshad Mobasher

Social networks play an important role in analyzing the impact of individual-level interactions on societal or economic outcomes. We model interactive decision making for a community of individuals with different traits, represented by a…

物理与社会 · 物理学 2022-08-09 Pengyu Liu , Jie Jian

Social connections are conduits through which individuals communicate, information propagates, and diseases spread. Identifying individuals who are more likely to adopt ideas and spread them is essential in order to develop effective…

社会与信息网络 · 计算机科学 2024-10-31 Vedran Sekara , Ivan Dotu , Manuel Cebrian , Esteban Moro , Manuel Garcia-Herranz

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

In order to truly understand how social media might shape online discourses or contribute to societal polarization, we need refined models of platform choice, that is: models that help us understand why users prefer one social media…

适应与自组织系统 · 物理学 2024-11-08 Sven Banisch , Dennis Jacob , Tom Willaert , Eckehard Olbrich

Theoretical work on sequential choice and large-scale experiments in online ranking and voting systems has demonstrated that social influence can have a drastic impact on social and technological systems. Yet, the effect of social influence…

社会与信息网络 · 计算机科学 2025-02-28 Marina Kontalexi , Alexandros Gelastopoulos , Pantelis P. Analytis

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

Recommender system has been deployed in a large amount of real-world applications, profoundly influencing people's daily life and production.Traditional recommender models mostly collect as comprehensive as possible user behaviors for…

信息检索 · 计算机科学 2022-11-03 Lei Wang , Xu Chen , Quanyu Dai , Zhenhua Dong

Bounded confidence opinion dynamics model the propagation of information in social networks. However in the existing literature, opinions are only viewed as abstract quantities without semantics rather than as part of a decision-making…

社会与信息网络 · 计算机科学 2015-06-17 Kush R. Varshney

One major function of social networks (e.g., massive online social networks) is the dissemination of information such as scientific knowledge, news, and rumors. Information can be propagated by the users of the network via natural…

计算机科学与博弈论 · 计算机科学 2010-06-30 Dmitry Zinoviev , Vy Duong , Honggang Zhang

In a diffusion process on a network, how many nodes are expected to be influenced by a set of initial spreaders? This natural problem, often referred to as influence estimation, boils down to computing the marginal probability that a given…

社会与信息网络 · 计算机科学 2020-01-01 Andrey Y. Lokhov , David Saad

The influence maximization is the problem of finding a set of social network users, called influencers, that can trigger a large cascade of propagation. Influencers are very beneficial to make a marketing campaign goes viral through social…

社会与信息网络 · 计算机科学 2017-08-29 Siwar Jendoubi , Arnaud Martin

Social identities are among the key factors driving behavior in complex societies. Signals of social identity are known to influence individual behaviors in the adoption of innovations. Yet the population-level consequences of identity…

物理与社会 · 物理学 2016-07-25 Paul E. Smaldino , Marco A. Janssen , Vicken Hillis , Jenna Bednar

Information spread in social media depends on a number of factors, including how the site displays information, how users navigate it to find items of interest, users' tastes, and the `virality' of information, i.e., its propensity to be…

社会与信息网络 · 计算机科学 2015-02-03 Jeon-Hyung Kang , Kristina Lermam

Large quantities of data flow on the internet. When a user decides to help the spread of a piece of information (by retweeting, liking, posting content), most research works assumes she does so according to information's content,…

社会与信息网络 · 计算机科学 2022-04-22 Gaël Poux-Médard , Julien Velcin , Sabine Loudcher

We introduce an original mathematical model to analyse the diffusion of posts within a generic online social platform. The main novelty is that each user is not simply considered as a node on the social graph, but is further equipped with…

社会与信息网络 · 计算机科学 2021-07-06 Anastasios Giovanidis , Bruno Baynat , Clémence Magnien , Antoine Vendeville

In many domains of life, business and management, numerous problems are addressed by small groups of individuals engaged in face-to-face discussions. While research in social psychology has a long history of studying the determinants of…

物理与社会 · 物理学 2018-02-07 Mehdi Moussaid , Alejandro Noriega Campero , Abdullah Almaatouq