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Large-scale social networks are thought to contribute to polarization by amplifying people's biases. However, the complexity of these technologies makes it difficult to identify the mechanisms responsible and to evaluate mitigation…

社会与信息网络 · 计算机科学 2022-10-07 Mathew D. Hardy , Bill D. Thompson , P. M. Krafft , Thomas L. Griffiths

This paper provides a simple theoretical framework to evaluate the effect of key parameters of ranking algorithms, namely popularity and personalization parameters, on measures of platform engagement, misinformation and polarization. The…

社会与信息网络 · 计算机科学 2022-10-06 Fabrizio Germano , Vicenç Gómez , Francesco Sobbrio

Social Media have been extensively used for commercial and political communication, besides their initial scope of providing an easy-to-use outlet to produce and consume user-generated content. Besides being a popular medium, Social Media…

社会与信息网络 · 计算机科学 2022-10-17 Kostas Karpouzis , Stavros Kaperonis , Yannis Skarpelos

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

Identity is one of the most commonly studied constructs in social science. However, despite extensive theoretical work on identity, there remains a need for additional empirical data to validate and refine existing theories. This paper…

社会与信息网络 · 计算机科学 2024-07-02 Ivan Smirnov

Social networking sites such as Twitter and Facebook have been shown to function as effective social sensors that can "feel the pulse" of a community. The aim of the current study is to test the feasibility of designing, implementing and…

计算机与社会 · 计算机科学 2017-01-24 Oluwaseun Ajao , Anna Jurek , Aisling Gough , Ruth Hunter , Eimear Barrett , Gary McKeown , Jun Hong , Frank Kee

Misinformation on social media presents a major threat to modern societies. While previous research has analyzed the virality across true and false social media posts, not every misleading post is necessarily equally viral. Rather,…

社会与信息网络 · 计算机科学 2023-03-09 Chiara Drolsbach , Nicolas Pröllochs

Social sorting, the alignment of social identities, affiliations, and/or preferences with partisan groups, can increase in-party attachment and decrease out-party tolerance. We propose that self-presentation afforded by social media…

社会与信息网络 · 计算机科学 2024-04-25 Samantha C. Phillips , Kathleen M. Carley , Kenneth Joseph

Social media is considered a democratic space in which people connect and interact with each other regardless of their gender, race, or any other demographic factor. Despite numerous efforts that explore demographic factors in social media,…

社会与信息网络 · 计算机科学 2017-06-28 Johnnatan Messias , Pantelis Vikatos , Fabricio Benevenuto

Data extracted from social media platforms, such as Twitter, are both large in scale and complex in nature, since they contain both unstructured text, as well as structured data, such as time stamps and interactions between users. A key…

社会与信息网络 · 计算机科学 2014-11-17 Donggeng Xia , Shawn Mankad , George Michailidis

Web applications are increasingly showing recommended users from social media along with some descriptions, an attempt to show relevancy - why they are being shown. For example, Twitter search for a topical keyword shows expert twitterers…

社会与信息网络 · 计算机科学 2012-12-11 Hemant Purohit , Alex Dow , Omar Alonso , Lei Duan , Kevin Haas

Social media in scientific research offer a unique digital observatory of human behaviours and hence great opportunities to conduct research at large scale answering complex sociodemographic questions. We focus on the identification and…

计算机与社会 · 计算机科学 2019-01-24 Kyriaki Kalimeri , Mariano G. Beiro , Andrea Bonanomi , Alessandro Rosina , Ciro Cattuto

In the context of Twitter, social capitalists are specific users trying to increase their number of followers and interactions by any means. These users are not healthy for the service, because they are either spammers or real users flawing…

社会与信息网络 · 计算机科学 2015-06-16 Nicolas Dugué , Vincent Labatut , Anthony Perez

News feeds in virtually all social media platforms include engagement metrics, such as the number of times each post is liked and shared. We find that exposure to these social engagement signals increases the vulnerability of users to…

计算机与社会 · 计算机科学 2020-07-31 Mihai Avram , Nicholas Micallef , Sameer Patil , Filippo Menczer

Users polarization and confirmation bias play a key role in misinformation spreading on online social media. Our aim is to use this information to determine in advance potential targets for hoaxes and fake news. In this paper, we introduce…

社会与信息网络 · 计算机科学 2018-02-06 Michela Del Vicario , Walter Quattrociocchi , Antonio Scala , Fabiana Zollo

Increasing evidence suggests that a growing amount of social media content is generated by autonomous entities known as social bots. In this work we present a framework to detect such entities on Twitter. We leverage more than a thousand…

社会与信息网络 · 计算机科学 2017-03-28 Onur Varol , Emilio Ferrara , Clayton A. Davis , Filippo Menczer , Alessandro Flammini

Misinformation spread through social media has become a fundamental challenge in modern society. Recent studies have evaluated various strategies for addressing this problem, such as by modifying social media platforms or educating people…

人机交互 · 计算机科学 2022-05-03 Jacqueline Urakami , Yeongdae Kim , Hiroki Oura , Katie Seaborn

This study introduces a new numerical model to simulate how information is comprehended and processed on social networks, using continuous "Phase Field Modeling" variables (phiA, phiB, phiC) to represent individual users' opinions. It…

物理与社会 · 物理学 2024-04-24 Yasuko Kawahata

With social media datasets being increasingly shared by researchers, it also presents the caveat that those datasets are not always completely replicable. Having to adhere to requirements of platforms like Twitter, researchers cannot…

数字图书馆 · 计算机科学 2018-03-08 Arkaitz Zubiaga

Social media is considered a democratic space in which people connect and interact with each other regardless of their gender, race, or any other demographic aspect. Despite numerous efforts that explore demographic aspects in social media,…

社会与信息网络 · 计算机科学 2018-04-03 Johnnatan Messias