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The impact of social media on critical issues such as echo chambers needs to be addressed, as these phenomena can have disruptive consequences for our society. Traditional research often oversimplifies emotional tendencies and opinion…

Social and Information Networks · Computer Science 2025-03-12 Chenxi Wang , Zongfang Liu , Dequan Yang , Xiuying Chen

This paper deals with the modeling and estimation of the sociological phenomena called echo chambers and segregation in social networks. Specifically, we present a novel community-based graph model that represents the emergence of…

Social and Information Networks · Computer Science 2020-12-29 Rui Luo , Buddhika Nettasinghe , Vikram Krishnamurthy

Despite their playful purpose social media changed the way users access information, debate, and form their opinions. Recent studies, indeed, showed that users online tend to promote their favored narratives and thus to form polarized…

Physics and Society · Physics 2021-03-25 Emanuele Brugnoli , Matteo Cinelli , Walter Quattrociocchi , Antonio Scala

Recommender systems increasingly suffer from echo chambers and user homogenization, systemic distortions arising from the dynamic interplay between algorithmic recommendations and human behavior. While prior work has studied these phenomena…

Social and Information Networks · Computer Science 2025-08-18 Ming Tang , Xiaowen Huang , Jitao Sang

We analyze the relationship between partisanship, echo chambers, and vulnerability to online misinformation by studying news sharing behavior on Twitter. While our results confirm prior findings that online misinformation sharing is…

Social and Information Networks · Computer Science 2021-02-23 Dimitar Nikolov , Alessandro Flammini , Filippo Menczer

The spread of inaccurate and misleading information may alter behaviours and complicate crisis management, especially during an emergency like the COVID-19 pandemic. This paper aims to investigate information diffusion during the COVID-19…

Computers and Society · Computer Science 2022-12-01 Niccolò Di Marco , Matteo Cinelli , Walter Quattrociocchi

A growing body of evidence points to critical vulnerabilities of social media, such as the emergence of partisan echo chambers and the viral spread of misinformation. We show that these vulnerabilities are amplified by abusive behaviors…

Social and Information Networks · Computer Science 2021-10-27 Christopher Torres-Lugo , Kai-Cheng Yang , Filippo Menczer

An educated and informed consumption of media content has become a challenge in modern times. With the shift from traditional news outlets to social media and similar venues, a major concern is that readers are becoming encapsulated in…

Computation and Language · Computer Science 2020-05-05 Matan Orbach , Yonatan Bilu , Assaf Toledo , Dan Lahav , Michal Jacovi , Ranit Aharonov , Noam Slonim

Social news websites, such as Reddit, have evolved into prominent platforms for sharing and discussing news. A key issue on social news websites sites is the formation of echo chambers, which often lead to the spread of highly biased or…

Social and Information Networks · Computer Science 2024-03-19 Yigit Ege Bayiz , Arash Amini , Radu Marculescu , Ufuk Topcu

Social media platforms facilitate echo chambers through feedback loops between user preferences and recommendation algorithms. While algorithmic homogeneity is well-documented, the distinct evolutionary pathways driven by content-based…

Social and Information Networks · Computer Science 2026-01-26 Junning Zhao , Kazutoshi Sasahara , Yu Chen

In recent years, social media has increasingly become an important platform for political campaigns, especially elections. It remains elusive how exactly public discourse is driven by the intricate interplay between individual…

Physics and Society · Physics 2020-04-14 Xin Wang , Antonio D. Sirianni , Shaoting Tang , Zhiming Zheng , Feng Fu

Social media may create echo chambers that reaffirm users' beliefs and opinions through repeated exposure of similar notions. Whilst the formation and effect of echo chambers have been intensively examined in thread-based platforms such as…

Social and Information Networks · Computer Science 2022-12-14 Hongrui Jin

In online social networks, users tend to select information that adhere to their system of beliefs and to form polarized groups of like minded people. Polarization as well as its effects on online social interactions have been extensively…

Social and Information Networks · Computer Science 2016-06-16 Alessandro Bessi

Social media have great potential to support diverse information sharing, but there is widespread concern that platforms like Twitter do not result in communication between those who hold contradictory viewpoints. Because users can choose…

Social and Information Networks · Computer Science 2017-12-12 Jesse Shore , Jiye Baek , Chrysanthos Dellarocas

This paper investigates the communication styles and structures of Twitter (X) communities within the vaccination context. While mainstream research primarily focuses on the echo-chamber phenomenon, wherein certain ideas are reinforced and…

Social and Information Networks · Computer Science 2024-03-29 Aleksandra Sorokovikova , Michael Becker , Ivan P. Yamshchikov

Homophily -- our tendency to surround ourselves with others who share our perspectives and opinions about the world -- is both a part of human nature and an organizing principle underpinning many of our digital social networks. However,…

Computers and Society · Computer Science 2021-10-13 Nabeel Gillani , Ann Yuan , Martin Saveski , Soroush Vosoughi , Deb Roy

The increasing reliance on digital platforms shapes how individuals understand the world, as recommendation systems direct users toward content "similar" to their existing preferences. While this process simplifies information retrieval,…

Computational Engineering, Finance, and Science · Computer Science 2024-12-17 Minhyeok Lee

The explosive growth of social media has not only revolutionized communication but also brought challenges such as political polarization, misinformation, hate speech, and echo chambers. This dissertation employs computational social…

Social and Information Networks · Computer Science 2025-09-16 Julie Jiang

Recent studies suggest that social media usage -- while linked to an increased diversity of information and perspectives for users -- has exacerbated user polarization on many issues. A popular theory for this phenomenon centers on the…

Social and Information Networks · Computer Science 2019-06-21 Uthsav Chitra , Christopher Musco

Social media have a great potential to improve information dissemination in our society, yet, they have been held accountable for a number of undesirable effects, such as polarization and filter bubbles. It is thus important to understand…

Social and Information Networks · Computer Science 2018-11-27 Antonis Matakos , Aristides Gionis