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This paper investigates visual media shared by US national politicians on Twitter, how a politician's variety of image types shared reflects their political position, and identifies a hazard in using standard methods for image…

Computers and Society · Computer Science 2023-08-01 Amogh Joshi , Cody Buntain

Online social platforms allow users to filter out content they do not like. According to selective exposure theory, people tend to view content they agree with more to get more self-assurance. This causes people to live in ideological…

Human-Computer Interaction · Computer Science 2024-03-13 Nouran Soliman , Motahhare Eslami , Karrie Karahalios

Polarization has increased substantially in political discourse, contributing to a widening partisan divide. In this paper, we analyzed large-scale, real-world language use in Reddit communities (294,476,146 comments) and in news outlets…

Computation and Language · Computer Science 2023-10-17 Nakwon Rim , Marc G. Berman , Yuan Chang Leong

The rise of social media has fundamentally transformed how people engage in public discourse and form opinions. While these platforms offer unprecedented opportunities for democratic engagement, they have been implicated in increasing…

Social and Information Networks · Computer Science 2025-06-23 Tim Donkers , Jürgen Ziegler

Polarized topics often spark discussion and debate on social media. Recent studies have shown that polarized debates have a specific clustered structure in the endorsement net- work, which indicates that users direct their endorsements…

Social and Information Networks · Computer Science 2017-04-03 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

This paper aims to shed light on alternative news media ecosystems that are believed to have influenced opinions and beliefs by false and/or biased news reporting during the 2016 US Presidential Elections. We examine a large, professionally…

Social and Information Networks · Computer Science 2018-03-12 Shweta Bhatt , Sagar Joglekar , Shehar Bano , Nishanth Sastry

The framing of political issues can influence policy and public opinion. Even though the public plays a key role in creating and spreading frames, little is known about how ordinary people on social media frame political issues. By creating…

Computation and Language · Computer Science 2021-09-09 Julia Mendelsohn , Ceren Budak , David Jurgens

The analysis of social networks enables the understanding of social interactions, polarisation of ideas, and the spread of information and therefore plays an important role in society. We use Twitter data - as it is a popular venue for the…

Social and Information Networks · Computer Science 2024-12-06 Caroline Pena , Pádraig MacCarron , David J. P. O'Sullivan

Social media platforms attempting to curb abuse and misinformation have been accused of political bias. We deploy neutral social bots who start following different news sources on Twitter, and track them to probe distinct biases emerging…

Social and Information Networks · Computer Science 2021-09-27 Wen Chen , Diogo Pacheco , Kai-Cheng Yang , Filippo Menczer

Online political discourse is increasingly shaped not by a few dominant platforms but by a fragmented ecosystem of social media spaces, each with its own user base, target audience, and algorithmic mediation of discussion. Such…

Social and Information Networks · Computer Science 2025-06-05 Ali Salloum , Dorian Quelle , Letizia Iannucci , Alexandre Bovet , Mikko Kivelä

Polarization among US political parties, media and elites is a widely studied topic. Prominent lines of prior research across multiple disciplines have observed and analyzed growing polarization in social media. In this paper, we present a…

Computation and Language · Computer Science 2020-10-20 Ashiqur R. KhudaBukhsh , Rupak Sarkar , Mark S. Kamlet , Tom M. Mitchell

Recent findings showed that users on Facebook tend to select information that adhere to their system of beliefs and to form polarized groups -- i.e., echo chambers. Such a tendency dominates information cascades and might affect public…

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…

Social and Information Networks · Computer Science 2022-10-06 Fabrizio Germano , Vicenç Gómez , Francesco Sobbrio

Users online tend to join polarized groups of like-minded peers around shared narratives, forming echo chambers. The echo chamber effect and opinion polarization may be driven by several factors including human biases in information…

Social and Information Networks · Computer Science 2023-05-15 Carlo Michele Valensise , Matteo Cinelli , Walter Quattrociocchi

Health misinformation is believed to have contributed to vaccine hesitancy during the Covid-19 pandemic, highlighting concerns about the role of social media in polarization and social stability. While previous research has identified a…

Social and Information Networks · Computer Science 2022-03-04 Ashwin Rao , Fred Morstatter , Kristina Lerman

Politically divided societies are also often divided emotionally: people like and trust those with similar political views (in-group favoritism) while disliking and distrusting those with different views (out-group animosity). This…

Social and Information Networks · Computer Science 2025-04-11 Buddhika Nettasinghe , Allon G. Percus , Kristina Lerman

Search engines are used and trusted by hundreds of millions of people every day. However, the algorithms used by search engines to index, filter, and rank web content are inherently biased, and will necessarily prefer some views and…

Computers and Society · Computer Science 2025-11-03 Ronja Rönnback , Chris Emmery , Marie Šafář Postma , Filip Milde , Jan Charvát , Henry Brighton

Polarization in America has reached a high point as markets are also becoming polarized. Existing research, however, focuses on specific market segments and products and has not evaluated this trend's full breadth. If such fault lines do…

Social and Information Networks · Computer Science 2022-01-19 Alexander Ruch , Ari Decter-Frain , Raghav Batra

The suggestions generated by most existing recommender systems are known to suffer from a lack of diversity, and other issues like popularity bias. As a result, they have been observed to promote well-known "blockbuster" items, and to…

Computers and Society · Computer Science 2019-09-05 Bibek Paudel , Abraham Bernstein

Humanity for centuries has perfected skills of interpersonal interactions and evolved patterns that enable people to detect lies and deceiving behavior of others in face-to-face settings. Unprecedented growth of people's access to mobile…

Social and Information Networks · Computer Science 2024-07-25 Mohammed Shahid Modi , James Flamino , Boleslaw K. Szymanski