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Different measures have been proposed to predict whether individuals will adopt a new behavior in online social networks, given the influence produced by their neighbors. In this paper, we show one can achieve significant improvement over…

社会与信息网络 · 计算机科学 2017-05-09 Ericsson Marin , Ruocheng Guo , Paulo Shakarian

This paper empirically investigates how an individual's network influences their purchase and subsequent use of experience goods. Utilising data on the network and game-ownership of over 108 million users from the world's largest video game…

综合经济学 · 经济学 2024-09-24 Rhys Murrian , Paul A. Raschky , Klaus Ackermann

In networked environments, users frequently share recommendations about content, products, services, and courses of action with others. The extent to which such recommendations are successful and adopted is highly contextual, dependent on…

机器学习 · 计算机科学 2025-10-23 Ahmed Sayeed Faruk , Mohammad Shahverdikondori , Elena Zheleva

To study the interplay between global market choice and local peer pressure, we construct a minority-game-like econophysical model. In this so-called networked minority game model, every selfish player uses both the historical minority…

统计力学 · 物理学 2015-06-24 H. F. Chau , F. K. Chow , K. H. Ho

This study employs a Bayesian Probit model to empirically analyze peer effects and herd behavior among consumers during the "Double 11" shopping festival, using data collected through a questionnaire survey. The results demonstrate that…

计量经济学 · 经济学 2024-12-03 Hambur Wang

We consider a dynamic network of individuals that may hold one of two different opinions in a two-party society. As a dynamical model, agents can endlessly create and delete links to satisfy a preferred degree, and the network is shaped by…

统计力学 · 物理学 2021-10-26 Xiang Li , Mauro Mobilia , Alastair M. Rucklidge , R. K. P. Zia

Network Creation Games are an important framework for understanding the formation of real-world networks. These games usually assume a set of indistinguishable agents strategically buying edges at a uniform price leading to a network among…

计算机科学与博弈论 · 计算机科学 2022-05-02 Martin Bullinger , Pascal Lenzner , Anna Melnichenko

In recent years, social media has become a ubiquitous and integral part of social networking. One of the major attentions made by social researchers is the tendency of like-minded people to interact with one another in social groups, a…

社会与信息网络 · 计算机科学 2020-08-25 Kazi Zainab Khanam , Gautam Srivastava , Vijay Mago

The dynamics of herd immunity depend crucially on the interaction between collective social behavior and disease transmission, but the role of heterogeneity in this context frequently remains unclear. Here, we dissect this co-evolutionary…

物理与社会 · 物理学 2026-02-05 Mehran Noori , Nahid Azimi-Tafreshi , Mohammad Salahshour

Confirmation bias and peer pressure both have substantial impacts on the formation of collective decisions. Nevertheless, few attempts have been made to study how the interplay between these two mechanisms affects public opinion evolution.…

物理与社会 · 物理学 2020-12-22 Longzhao Liu , Xin Wang , Shaoting Tang , Zhiming Zheng

Taking advice from others requires confidence in their competence. This is important for interaction with peers, but also for collaboration with social robots and artificial agents. Nonetheless, we do not always have access to information…

机器人学 · 计算机科学 2022-12-21 Joshua Zonca , Anna Folso , Alessandra Sciutti

Understanding the emergence of strong controversial issues in modern societies is a key issue in opinion studies. A commonly diffused idea is the fact that the increasing of homophily in social networks, due to the modern ICT, can be a…

物理与社会 · 物理学 2021-10-27 F. Gargiulo , Y. Gandica

Homophily based on observables is widespread in networks. Therefore, homophily based on unobservables (fixed effects) is also likely to be an important determinant of the interaction outcomes. Failing to properly account for latent…

计量经济学 · 经济学 2026-02-09 Andrei Zeleneev

We study a Bayesian persuasion setting in which a sender wants to persuade a critical mass of receivers by revealing partial information about the state to them. The homogeneous binary-action receivers are located on a communication…

计算机科学与博弈论 · 计算机科学 2025-09-12 Toygar T. Kerman , Anastas P. Tenev , Konstantin Zabarnyi

People learn about opportunities and actions by observing the experiences of their friends. We model how homophily -- the tendency to associate with similar others -- affects both the endogenous quality and diversity of the information…

理论经济学 · 经济学 2026-02-03 Yunus C. Aybas , Matthew O. Jackson

Decision-making on networks can be explained by both homophily and social influence. While homophily drives the formation of communities with similar characteristics, social influence occurs both within and between communities. Social…

社会与信息网络 · 计算机科学 2020-06-02 Yan Leng , Tara Sowrirajan , Alex Pentland

We consider the problem of using observational data to estimate the causal effects of linguistic properties. For example, does writing a complaint politely lead to a faster response time? How much will a positive product review increase…

计算与语言 · 计算机科学 2021-06-15 Reid Pryzant , Dallas Card , Dan Jurafsky , Victor Veitch , Dhanya Sridhar

In non-network settings, encouragement designs have been widely used to analyze causal effects of a treatment, policy, or intervention on an outcome of interest when randomizing the treatment was considered impractical or when compliance to…

统计方法学 · 统计学 2016-09-16 Hyunseung Kang , Guido Imbens

Modeling interpersonal influence on different sentimental polarities is a fundamental problem in opinion formation and viral marketing. There has not been seen an effective solution for learning sentimental influences from users' behaviors…

社会与信息网络 · 计算机科学 2017-05-09 Shenghua Liu , Houdong Zheng , Huawei Shen , Xiangwen Liao , Xueqi Cheng

Peer effect estimation requires precise network measurement, yet most empirical networks are noisy, rendering standard estimators inconsistent. To address measurement error in networks, we propose a method to estimate peer effects in…

统计方法学 · 统计学 2026-05-06 Alex Hayes , Keith Levin