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Understanding and mitigating political bias in online social media platforms are crucial tasks to combat misinformation and echo chamber effects. However, characterizing political bias temporally using computational methods presents…

社会与信息网络 · 计算机科学 2023-09-20 Srinath Sai Tripuraneni , Sadia Kamal , Arunkumar Bagavathi

Computational methods to model political bias in social media involve several challenges due to heterogeneity, high-dimensional, multiple modalities, and the scale of the data. Political bias in social media has been studied in multiple…

计算机与社会 · 计算机科学 2021-09-21 Prasad hajare , Sadia Kamal , Siddharth Krishnan , Arunkumar Bagavathi

Understanding political polarization on social platforms is important as public opinions may become increasingly extreme when they are circulated in homogeneous communities, thus potentially causing damage in the real world. Automatically…

社会与信息网络 · 计算机科学 2022-07-13 Hanjia Lyu , Jiebo Luo

An ability to infer the political leaning of social media users can help in gathering opinion polls thereby leading to a better understanding of public opinion. While there has been a body of research attempting to infer the political…

社会与信息网络 · 计算机科学 2023-12-05 Joseba Fernandez de Landa , Arkaitz Zubiaga , Rodrigo Agerri

Polls posted on social media have emerged in recent years as an important tool for estimating public opinion, e.g., to gauge public support for business decisions and political candidates in national elections. Here, we examine nearly two…

社会与信息网络 · 计算机科学 2024-06-06 Stephen Scarano , Vijayalakshmi Vasudevan , Chhandak Bagchi , Mattia Samory , JungHwan Yang , Przemyslaw A. Grabowicz

Ideological divisions in the United States have become increasingly prominent in daily communication. Accordingly, there has been much research on political polarization, including many recent efforts that take a computational perspective.…

社会与信息网络 · 计算机科学 2023-03-20 Zhiping Xiao , Jeffrey Zhu , Yining Wang , Pei Zhou , Wen Hong Lam , Mason A. Porter , Yizhou Sun

Polarization and echo chambers are often studied in the context of explicitly political events such as elections, and little scholarship has examined the mixing of political groups in non-political contexts. A major obstacle to studying…

社会与信息网络 · 计算机科学 2022-08-12 Ahmet Kurnaz , Scott A. Hale

Polarization is a troubling phenomenon that can lead to societal divisions and hurt the democratic process. It is therefore important to develop methods to reduce it. We propose an algorithmic solution to the problem of reducing…

社会与信息网络 · 计算机科学 2017-05-19 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

Digital traces of conversations in micro-blogging platforms and OSNs provide information about user opinion with a high degree of resolution. These information sources can be exploited to under- stand and monitor collective behaviors. In…

社会与信息网络 · 计算机科学 2016-10-28 Mauro Coletto , Claudio Lucchese , Salvatore Orlando , Raffaele Perego

Understanding affective polarization in online discourse is crucial for evaluating the societal impact of social media interactions. This study presents a novel framework that leverages large language models (LLMs) and domain-informed…

社会与信息网络 · 计算机科学 2026-01-06 Jawad Chowdhury , Rezaur Rashid , Gabriel Terejanu

Discovering the stances of media outlets and influential people on current, debatable topics is important for social statisticians and policy makers. Many supervised solutions exist for determining viewpoints, but manually annotating…

社会与信息网络 · 计算机科学 2020-05-22 Peter Stefanov , Kareem Darwish , Atanas Atanasov , Preslav Nakov

Polarization in American politics has been extensively documented and analyzed for decades, and the phenomenon became all the more apparent during the 2016 presidential election, where Trump and Clinton depicted two radically different…

社会与信息网络 · 计算机科学 2017-11-03 Yu Wang , Yang Feng , Zhe Hong , Ryan Berger , Jiebo Luo

Political polarization in online social platforms is a rapidly growing phenomenon worldwide. Despite their relevance to modern-day politics, the structure and dynamics of polarized states in digital spaces are still poorly understood. We…

物理与社会 · 物理学 2024-04-04 Antonio F. Peralta , Pedro Ramaciotti , János Kertész , Gerardo Iñiguez

The flow of information reaching us via the online media platforms is optimized not by the information content or relevance but by popularity and proximity to the target. This is typically performed in order to maximise platform usage. As a…

物理与社会 · 物理学 2019-06-19 Alina Sîrbu , Dino Pedreschi , Fosca Giannotti , János Kertész

Social media platforms play a pivotal role in shaping public opinion and amplifying political discourse, particularly during elections. However, the same dynamics that foster democratic engagement can also exacerbate polarization. To better…

社会与信息网络 · 计算机科学 2024-12-05 Hazem Ibrahim , Farhan Khan , Hend Alabdouli , Maryam Almatrooshi , Tran Nguyen , Talal Rahwan , Yasir Zaki

Political polarization, a key driver of social fragmentation, has drawn increasing attention for its role in shaping online and offline discourse. Despite significant efforts, accurately measuring polarization within ideological…

计算机与社会 · 计算机科学 2025-01-14 Edoardo Di Martino , Matteo Cinelli , Roy Cerqueti , Walter Quattrociocchi

Social media platforms are rife with politically charged discussions. Therefore, accurately deciphering and predicting partisan biases using Large Language Models (LLMs) is increasingly critical. In this study, we address the challenge of…

计算与语言 · 计算机科学 2023-11-17 Zihao He , Siyi Guo , Ashwin Rao , Kristina Lerman

Political discourse on Twitter is a moving target: politicians continuously make statements about their positions. It is therefore crucial to track their discourse on social media to understand their ideological positions and goals.…

计算与语言 · 计算机科学 2024-10-22 Maximilian Maurer , Tanise Ceron , Sebastian Padó , Gabriella Lapesa

Following recent policy changes by X (Twitter) and other social media platforms, user interaction data has become increasingly difficult to access. These restrictions are impeding robust research pertaining to social and political phenomena…

Understanding how political attention is divided and over what subjects is crucial for research on areas such as agenda setting, framing, and political rhetoric. Existing methods for measuring attention, such as manual labeling according to…

社会与信息网络 · 计算机科学 2019-09-19 Libby Hemphill , Angela M. Schöpke-Gonzalez
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