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The voter model and the Axelrod model are two of the main stochastic processes that describe the spread of opinions on networks. The former includes social influence, the tendency of individuals to become more similar when they interact,…

概率论 · 数学 2010-12-30 Nicolas Lanchier

Core-periphery is a key feature of large-scale networks underlying a wide range of social, biological, and transportation phenomena. Despite its prevalence in empirical data, it is unclear whether this property is a consequence of more…

物理与社会 · 物理学 2024-01-26 Javier Ureña-Carrion , Fariba Karimi , Gerardo Iñiguez , Mikko Kivelä

In this paper we present a new version of a network growth model, generalized in order to describe the behavior of social networks. The case of study considered is the preprint archive at cul.arxiv.org. Each node corresponds to a scientist,…

凝聚态物理 · 物理学 2009-11-10 Michele Catanzaro , Guido Caldarelli , Luciano Pietronero

High-centrality nodes have disproportionate influence on the behavior of a network; therefore controlling such nodes can efficiently steer the system to a desired state. Existing multiplex centrality measures typically rank nodes assuming…

物理与社会 · 物理学 2019-06-10 Márton Pósfai , Niklas Braun , Brianne A. Beisner , Brenda McCowan , Raissa M. D'Souza

We present an extensive study of the joint effects of heterogeneous social agents and their heterogeneous social links in a bounded confidence opinion dynamics model. The full phase diagram of the model is explored for two different…

物理与社会 · 物理学 2023-01-24 Rémi Perrier , Hendrik Schawe , Laura Hernández

The key feature of online social networks (OSN) is the ability of users to become active, make friends and interact via comments, videos or messages with those around them. This social interaction is typically perceived as critical to the…

社会与信息网络 · 计算机科学 2013-04-11 Christian Doerr , Norbert Blenn , Siyu Tang , Piet Van Mieghem

Nowadays, we live in a society where people often form their opinion by accessing and discussing contents shared on social networking websites. While these platforms have fostered information access and diffusion, they represent optimal…

社会与信息网络 · 计算机科学 2022-05-18 Valentina Pansanella , Giulio Rossetti , Letizia Milli

In an online social network, link recommendations are a way for users to discover relevant links to people they may know, thereby potentially increasing their engagement on the platform. However, the addition of links to a social network…

社会与信息网络 · 计算机科学 2024-01-18 Yanbang Wang , Jon Kleinberg

This paper proposes a network model of opinion dynamics based on both the social network structure and network centralities. The conceptual novelty in this model is that the opinion of each individual is weighted by the associated network…

社会与信息网络 · 计算机科学 2022-02-08 Shuang Gao

This paper proposes a stylized, dynamic model to address the issue of sorting online. There are two large homogeneous groups of individuals. Everyone must choose between two online platforms, one of which has superior amenities (akin to…

综合经济学 · 经济学 2024-05-21 John Lynham , Philip R. Neary

Content spread inequity is a potential unfairness issue in online social networks, disparately impacting minority groups. In this paper, we view friendship suggestion, a common feature in social network platforms, as an opportunity to…

社会与信息网络 · 计算机科学 2022-12-22 Ian P. Swift , Sana Ebrahimi , Azade Nova , Abolfazl Asudeh

We evaluate homophily and heterophily among ideological and demographic groups in a typical opinion formation context: online discussions of current news. We analyze user interactions across five years in the r/news community on Reddit, one…

计算机与社会 · 计算机科学 2023-07-06 Corrado Monti , Jacopo D'Ignazi , Michele Starnini , Gianmarco De Francisci Morales

The prevalence of misinformation on online social media has tangible empirical connections to increasing political polarization and partisan antipathy in the United States. Ranking algorithms for social recommendation often encode broad…

社会与信息网络 · 计算机科学 2019-03-06 Taha Hassan , D. Scott McCrickard

We study concentration inequalities in gossip opinion dynamics over random graphs. In the model, a network is generated from a random graph model with independent edges, and agents interact pairwise randomly over the network. During the…

系统与控制 · 电气工程与系统科学 2024-02-19 Yu Xing , Karl Henrik Johansson

We study multidimensional opinion dynamics under confirmation bias in social networks. Each agent holds a vector of correlated opinions across multiple topic layers. Peer interaction is modeled through a static, informationally symmetric…

系统与控制 · 电气工程与系统科学 2026-03-24 M. Hossein Abedinzadeh , Emrah Akyol

Real-world data contains aleatoric uncertainty - irreducible noise arising from imperfect measurements or from incomplete knowledge about the data generation process. Mean-variance estimation networks can learn this type of uncertainty but…

机器学习 · 计算机科学 2026-05-29 Jiaxiang Yi , Miguel A. Bessa

Research on friendship networks in schools suggests that heterogeneity increases homophily preferences. We argue that this may be a misleading interpretation of the coefficients of the exponential random graph models (p*) that are used to…

物理与社会 · 物理学 2009-01-20 Andreas Flache , Tobias Stark

Randomized experiments, or A/B tests are used to estimate the causal impact of a feature on the behavior of users by creating two parallel universes in which members are simultaneously assigned to treatment and control. However, in social…

社会与信息网络 · 计算机科学 2019-02-20 Craig Tutterow , Guillaume Saint-Jacques

We analyze the effect of interference on the convergence rate of average consensus algorithms, which iteratively compute the measurement average by message passing among nodes. It is usually assumed that these algorithms converge faster…

信息论 · 计算机科学 2015-05-20 Sundaram Vanka , Martin Haenggi , Vijay Gupta

Social fragmentation caused by widening differences among constituents has recently become a highly relevant issue to our modern society. Theoretical models of social fragmentation using the adaptive network framework have been proposed and…

社会与信息网络 · 计算机科学 2019-11-12 Hiroki Sayama , Junichi Yamanoi
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