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相关论文: How Homophily Affects Diffusion and Learning in Ne…

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Group interactions occur frequently in social settings, yet their properties beyond pairwise relationships in network models remain unexplored. In this work, we study homophily, the nearly ubiquitous phenomena wherein similar individuals…

社会与信息网络 · 计算机科学 2022-07-26 Arnab Sarker , Natalie Northrup , Ali Jadbabaie

Graph neural networks (GNNs) excel in modeling relational data such as biological, social, and transportation networks, but the underpinnings of their success are not well understood. Traditional complexity measures from statistical…

机器学习 · 计算机科学 2024-01-24 Cheng Shi , Liming Pan , Hong Hu , Ivan Dokmanić

Online communities play a critical role in shaping societal discourse and influencing collective behavior in the real world. The tendency for people to connect with others who share similar characteristics and views, known as homophily,…

社会与信息网络 · 计算机科学 2025-02-06 Lanqin Yuan , Philipp J. Schneider , Marian-Andrei Rizoiu

We study the diffusion of a true and a false message (the rumor) in a social network. Upon hearing a message, individuals may believe it, disbelieve it, or debunk it through costly verification. Whenever the truth survives in steady state,…

理论经济学 · 经济学 2022-05-12 Luca P. Merlino , Paolo Pin , Nicole Tabasso

Homophily refers to the tendency of individuals to associate with others who are similar to them in characteristics, such as, race, ethnicity, age, gender, or interests. In this paper, we investigate if individuals exhibit racial homophily…

人机交互 · 计算机科学 2025-09-15 Poorna Talkad Sukumar , Maurizio Porfiri , Oded Nov

Forecasting the popularity of new songs has become a standard practice in the music industry and provides a comparative advantage for those that do it well. Considerable efforts were put into machine learning prediction models for that…

物理与社会 · 物理学 2022-11-29 Niklas Reisz , Vito D. P. Servedio , Stefan Thurner

The tendency for individuals to form social ties with others who are similar to themselves, known as homophily, is one of the most robust sociological principles. Since this phenomenon can lead to patterns of interactions that segregate…

社会与信息网络 · 计算机科学 2022-05-30 Rediet Abebe , Nicole Immorlica , Jon Kleinberg , Brendan Lucier , Ali Shirali

The personal network of relationships is structured in circles of friendships, that go from the most intense relationships to the least intense ones. While this is a well established result, little is known about the stability of those…

Homophily can put minority groups at a disadvantage by restricting their ability to establish links with people from a majority group. This can limit the overall visibility of minorities in the network. Building on a Barab\'{a}si-Albert…

物理与社会 · 物理学 2020-10-06 Fariba Karimi , Mathieu Génois , Claudia Wagner , Philipp Singer , Markus Strohmaier

Understanding susceptibility to online influence is crucial for mitigating the spread of misinformation and protecting vulnerable audiences. This paper investigates susceptibility to influence within social networks, focusing on the…

社会与信息网络 · 计算机科学 2025-05-15 Luca Luceri , Jinyi Ye , Julie Jiang , Emilio Ferrara

Social networks are not static but rather constantly evolve in time. One of the elements thought to drive the evolution of social network structure is homophily - the need for individuals to connect with others who are similar to them. In…

物理与社会 · 物理学 2012-04-24 P. Singh , S. Sreenivasan , B. K. Szymanski , G. Korniss

A common assumption in the literature on information diffusion is that populations are homogeneous regarding individuals' information acquisition and propagation process: Individuals update their informed and actively communicating state…

多智能体系统 · 计算机科学 2025-01-16 Flávio L. Pinheiro , Vítor V. Vasconcelos

Inbreeding homophily is a prevalent feature of human social networks with important individual and group-level social, economic, and health consequences. The literature has proposed an overwhelming number of dimensions along which human…

综合经济学 · 经济学 2022-06-29 Pablo Brañas-Garza , Lorenzo Ductor , Jaromír Kovárík

Dynamic models and statistical inference for the diffusion of information in social networks is an area which has witnessed remarkable progress in the last decade due to the proliferation of social networks. Modeling and inference of…

社会与信息网络 · 计算机科学 2018-12-18 Vikram Krishnamurthy , Buddhika Nettasinghe

Current tests for contagion in social network studies are vulnerable to the confounding effects of latent homophily (i.e., ties form preferentially between individuals with similar hidden traits). We demonstrate a general method to lower…

社会与信息网络 · 计算机科学 2013-04-16 Greg Ver Steeg , Aram Galstyan

As algorithmic tools increasingly aid experts in making consequential decisions, the need to understand the precise factors that mediate their influence has grown commensurately. In this paper, we present a crowdsourcing vignette study…

人机交互 · 计算机科学 2022-05-20 Riccardo Fogliato , Sina Fazelpour , Shantanu Gupta , Zachary Lipton , David Danks

It the literature have been identified three social mechanisms explaining the similarity between people connected in the network of social relations homophily, confounding and social contagion. The article proposes a simple model for…

社会与信息网络 · 计算机科学 2014-12-01 Blazej Zak , Anita Zbieg

Homophily describes the phenomenon that similarity breeds connection, i.e., individuals tend to form ties with other people who are similar to themselves in some aspect(s). The similarity in music taste can undoubtedly influence who we make…

社会与信息网络 · 计算机科学 2021-11-02 Tomislav Duricic , Dominik Kowald , Markus Schedl , Elisabeth Lex

The purpose of this study is to investigate how homophily, memory constraints, and adversarial disruptions collectively shape the resilience and adaptability of complex networks. To achieve this, we develop a new framework that integrates…

社会与信息网络 · 计算机科学 2025-12-16 Saad Alqithami

Most information spreading models consider that all individuals are identical psychologically. They ignore, for instance, the curiosity level of people, which may indicate that they can be influenced to seek for information given their…

物理与社会 · 物理学 2017-06-27 Didier A. Vega-Oliveros , Lilian Berton , Federico Vazquez , Francisco A. Rodrigues