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As the consequences of opinion polarization effect our everyday life in more and more aspect, the understanding of its origins and driving forces becomes increasingly important. Here we develop an agent-based network model with realistic…

Physics and Society · Physics 2024-09-26 Zoltan Kovács , Anna Zafeiris , Gergely Palla

In this paper we present new methods of measuring polarisation in social networks. We use Random Dot Product Graphs to embed social networks in metric spaces. Singular Value Decomposition of this social network then provider an embedded…

Social and Information Networks · Computer Science 2025-06-25 Sage Anastasi , Giulio Dalla Riva

Social media platforms have emerged as a hub for political and social interactions, and analyzing the polarization of opinions has been gaining attention. In this study, we have proposed a measure to quantify polarization on social…

Social and Information Networks · Computer Science 2022-11-30 Maneet Singh , S. R. S. Iyengar , Rishemjit Kaur

The existence of polarization and echo chambers has been noted in social media discussions of public concern such as the Covid-19 pandemic, foreign election interference, and regional conflicts. However, measuring polarization and assessing…

Social and Information Networks · Computer Science 2025-05-13 D. S. Axelrod , B. H. Pleasants , J. C. Paolillo

Polarization is defined as divisive opinions held by two or more groups on substantive issues. As the world's third-largest democracy, Indonesia faces growing concerns about the interplay between political polarization and online toxicity,…

Computation and Language · Computer Science 2025-03-04 Lucky Susanto , Musa Wijanarko , Prasetia Pratama , Zilu Tang , Fariz Akyas , Traci Hong , Ika Idris , Alham Aji , Derry Wijaya

Many democratic societies use district-based elections, where the region under consideration is geographically divided into districts and a representative is chosen for each district based on the preferences of the electors who reside…

Computers and Society · Computer Science 2022-03-09 Adway Mitra

A survey can be represented by a bipartite network as it has two types of nodes, participants and items in which participants can only interact with items. We introduce an agreement threshold to take a minimal projection of the participants…

Social and Information Networks · Computer Science 2020-12-22 Pádraig MacCarron , Paul J. Maher , Michael Quayle

Post-World War II armed conflicts have often been viewed with higher scrutiny in order to avoid a full-scale global war. This scrutiny has led to the establishment of determinants of war such as poverty, inequalities, literacy, and many…

Physics and Society · Physics 2025-06-04 Shreyansh Padarha

In politically sensitive scenarios like wars, social media serves as a platform for polarized discourse and expressions of strong ideological stances. While prior studies have explored ideological stance detection in general contexts,…

Computation and Language · Computer Science 2026-04-16 Hasin Jawad Ali , Ajwad Abrar , S. M. Hozaifa Hossain , M. Firoz Mridha

We propose new mathematical programming models for optimal partitioning of a signed graph into cohesive groups. To demonstrate the approach's utility, we apply it to identify coalitions in US Congress since 1979 and examine the impact of…

Social and Information Networks · Computer Science 2020-01-22 Samin Aref , Zachary Neal

Websites with hyper-partisan, left or right-leaning focus offer content that is typically biased towards the expectations of their target audience. Such content often polarizes users, who are repeatedly primed to specific (extreme) content,…

Computers and Society · Computer Science 2020-04-01 Pushkal Agarwal , Sagar Joglekar , Panagiotis Papadopoulos , Nishanth Sastry , Nicolas Kourtellis

Group polarization is an important research direction in social media content analysis, attracting many researchers to explore this field. Therefore, how to effectively measure group polarization has become a critical topic. Measuring group…

Computers and Society · Computer Science 2024-12-17 Zixin Liu , Ji Zhang , Yiran Ding

As political polarization in the United States continues to rise, the question of whether polarized individuals can fruitfully cooperate becomes pressing. Although diversity of individual perspectives typically leads to superior team…

Social and Information Networks · Computer Science 2019-03-11 Feng Shi , Misha Teplitskiy , Eamon Duede , James Evans

Election poll reporting often focuses on mean values and only subordinately discusses the underlying uncertainty. Subsequent interpretations are too often phrased as certain. Moreover, media coverage rarely adequately takes into account the…

Computers and Society · Computer Science 2021-05-18 Alexander Bauer , André Klima , Jana Gauß , Hannah Kümpel , Andreas Bender , Helmut Küchenhoff

In rank aggregation, members of a population rank issues to decide which are collectively preferred. We focus instead on identifying divisive issues that express disagreements among the preferences of individuals. We analyse the properties…

Multiagent Systems · Computer Science 2023-06-16 Rachael Colley , Umberto Grandi , César Hidalgo , Mariana Macedo , Carlos Navarrete

Individuals are increasingly exposed to news and opinion from beyond national borders in a world that is becoming more and more globalised. This news and opinion is often concentrated in clusters of ideological homophily such as political…

Physics and Society · Physics 2022-05-13 Jose Segovia-Martin

Growing evidence suggests that YouTube's recommendation algorithm plays a role in online radicalization via surfacing extreme content. Radical Islamist groups, in particular, have been profiting from the global appeal of YouTube to…

Social and Information Networks · Computer Science 2022-08-17 Nuha Albadi , Maram Kurdi , Shivakant Mishra

Selective exposure, individuals' inclination to seek out information that supports their beliefs while avoiding information that contradicts them, plays an important role in the emergence of polarization and echo chambers. In the political…

Social and Information Networks · Computer Science 2025-12-01 Yuan Zhang , Laia Castro Herrero , Frank Esser , Alexandre Bovet

In many practical scenarios, a population is divided into disjoint groups for better administration, e.g., electorates into political districts, employees into departments, students into school districts, and so on. However, grouping people…

Social and Information Networks · Computer Science 2019-09-13 Ana-Andreea Stoica , Abhijnan Chakraborty , Palash Dey , Krishna P. Gummadi

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