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We consider a group of agents who can each take an irreversible costly action whose payoff depends on an unknown state. Agents learn about the state from private signals, as well as from past actions of their social network neighbors, which…

理论经济学 · 经济学 2024-12-11 Wade Hann-Caruthers , Minghao Pan , Omer Tamuz

It is commonly believed that information spreads between individuals like a pathogen, with each exposure by an informed friend potentially resulting in a naive individual becoming infected. However, empirical studies of social media suggest…

社会与信息网络 · 计算机科学 2014-03-24 Nathan O. Hodas , Kristina Lerman

In this paper, we consider the problem of social learning, where a group of agents embedded in a social network are interested in learning an underlying state of the world. Agents have incomplete, noisy, and heterogeneous sources of…

机器学习 · 计算机科学 2024-03-27 Mahyar JafariNodeh , Amir Ajorlou , Ali Jadbabaie

Most of the conventional models for opinion dynamics mainly account for a fully local influence, where myopic agents decide their actions after they interact with other agents that are adjacent to them. For example, in the case of social…

物理与社会 · 物理学 2013-05-10 Babak Fotouhi , Michael G. Rabbat

We initiate the study of the effects of non-transparency in decision rules on individuals' ability to improve in strategic learning settings. Inspired by real-life settings, such as loan approvals and college admissions, we remove the…

计算机科学与博弈论 · 计算机科学 2022-02-11 Yahav Bechavod , Chara Podimata , Zhiwei Steven Wu , Juba Ziani

A new modeling framework for bipartite social networks arising from a sequence of partially time-ordered relational events is proposed. We directly model the joint distribution of the binary variables indicating if each single actor is…

统计方法学 · 统计学 2018-10-23 Francesco Bartolucci , Antonietta Mira , Stefano Peluso

An information cascade is a circumstance where agents make decisions in a sequential fashion by following other agents. Bikhchandani et al., predict that once a cascade starts it continues, even if it is wrong, until agents receive an…

多智能体系统 · 计算机科学 2022-11-02 Sriashalya Srivathsan , Stephen Cranefield , Jeremy Pitt

Recent studies suggest that cooperative decision-making in one-shot interactions is a history-dependent dynamic process: promoting intuition versus deliberation has typically a positive effect on cooperation (dynamism) among people living…

种群与进化 · 定量生物学 2015-06-10 Valerio Capraro , Giorgia Cococcioni

We study a model of information aggregation and social learning recently proposed by Jadbabaie, Sandroni, and Tahbaz-Salehi, in which individual agents try to learn a correct state of the world by iteratively updating their beliefs using…

社会与信息网络 · 计算机科学 2011-03-24 Pooya Molavi , Ali Jadbabaie

Widespread deployment of societal-scale machine learning systems necessitates a thorough understanding of the resulting long-term effects these systems have on their environment, including loss of trustworthiness, bias amplification, and…

机器学习 · 计算机科学 2024-05-07 Andrey Veprikov , Alexander Afanasiev , Anton Khritankov

When does society eventually learn the truth, or take the correct action, via observational learning? In a general model of sequential learning over social networks, we identify a simple condition for learning dubbed excludability.…

理论经济学 · 经济学 2024-04-05 Navin Kartik , SangMok Lee , Tianhao Liu , Daniel Rappoport

Contagion, a concept from epidemiology, has long been used to characterize social influence on people's behavior and affective (emotional) states. While it has revealed many useful insights, it is not clear whether the contagion metaphor is…

社会与信息网络 · 计算机科学 2016-02-17 Aamena Alshamsi , Fabio Pianesi , Bruno Lepri , Alex Pentland , Iyad Rahwan

Theoretical models suggest that social networks influence the evolution of cooperation, but to date there have been few experimental studies. Observational data suggest that a wide variety of behaviors may spread in human social networks,…

物理与社会 · 物理学 2011-07-26 James H. Fowler , Nicholas A. Christakis

Faced with uncertainty in decision making, individuals often turn to their social networks to inform their decisions. In consequence, these networks become central to how new products and behaviors spread. A key structural feature of…

物理与社会 · 物理学 2025-10-07 Luca Lazzaro , Manuel S. Mariani , René Algesheimer , Radu Tanase

We explore conclusions a person draws from observing society when he allows for the possibility that individuals' outcomes are affected by group-level discrimination. Injecting a single non-classical assumption, that the agent is…

理论经济学 · 经济学 2019-09-19 Paul Heidhues , Botond Kőszegi , Philipp Strack

In this paper, we study how the pro-social impact due to the vigilance by other individuals is conditioned by both environmental and evolutionary effects. To this aim, we consider a known model where agents play a Prisoner's Dilemma Game…

物理与社会 · 物理学 2017-01-16 María Pereda , Daniele Vilone

Despite strong evidence for peer effects, little is known about how individuals balance intrinsic preferences and social learning in different choice environments. Using a combination of experiments and discrete choice modeling, we show…

综合经济学 · 经济学 2024-02-29 Fabian Dvorak , Urs Fischbacher

Pedestrian groups are commonly found in crowds but research on their social aspects is comparatively lacking. To fill that void in literature, we study the dynamics of collision avoidance between pedestrian groups (in particular dyads) and…

物理与社会 · 物理学 2023-05-31 Adrien Gregorj , Zeynep Yücel , Francesco Zanlungo , Claudio Feliciani , Takayuki Kanda

Topological heterogeneities of social networks have a strong impact on the individuals embedded in those networks. One of the interesting phenomena driven by such heterogeneities is the friendship paradox (FP), stating that the mean degree…

物理与社会 · 物理学 2019-05-15 Eun Lee , Sungmin Lee , Young-Ho Eom , Petter Holme , Hang-Hyun Jo

Individuals are always limited by some inelastic resources, such as time and energy, which restrict them to dedicate to social interaction and limit their contact capacity. Contact capacity plays an important role in dynamics of social…

物理与社会 · 物理学 2015-12-25 Wei Wang , Panpan Shu , Yu-Xiao Zhu , Ming Tang , Yi-Cheng Zhang