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The proliferation of political memes in modern information campaigns calls for efficient solutions for image classification by ideological affiliation. While significant advances have recently been made on text classification in modern…

社会与信息网络 · 计算机科学 2023-05-25 Xinyi Liu , Jinning Li , Dachun Sun , Ruijie Wang , Tarek Abdelzaher , Matt Brown , Anthony Barricelli , Matthias Kirchner , Arslan Basharat

Racial homophily refers to the tendency of individuals to associate with others of the same racial or ethnic background. A recent study found no evidence of racial homophily in responses to mass shooting data visualizations. To increase the…

人机交互 · 计算机科学 2025-09-15 Poorna Talkad Sukumar , Maurizio Porfiri , Oded Nov

A central goal in social science is to evaluate the causal effect of a policy. One dominant approach is through panel data analysis in which the behaviors of multiple units are observed over time. The information across time and space…

计量经济学 · 经济学 2022-10-11 Dennis Shen , Peng Ding , Jasjeet Sekhon , Bin Yu

While exposure to diverse viewpoints may reduce polarization, it can also have a backfire effect and exacerbate polarization when the discussion is adversarial. Here, we examine the question whether intergroup interactions around important…

社会与信息网络 · 计算机科学 2024-08-21 Rochana Chaturvedi , Sugat Chaturvedi , Elena Zheleva

Surveys provide important evidence for policymaking, decision-making, and understanding of society. However, conducting the large surveys required to provide subpopulation level estimates is expensive and time-consuming. Multilevel…

应用统计 · 统计学 2022-05-26 Dewi Amaliah

Opinion summarisation aims to summarise the salient information and opinions presented in documents such as product reviews, discussion forums, and social media texts into short summaries that enable users to effectively understand the…

计算与语言 · 计算机科学 2024-02-02 Nannan Huang , Haytham Fayek , Xiuzhen Zhang

In the statistical literature, a number of methods have been proposed to ensure valid inference about marginal effects of variables on a longitudinal outcome in settings with irregular monitoring times. However, the potential biases due to…

统计方法学 · 统计学 2021-12-23 Janie Coulombe , Erica E M Moodie , Robert W Platt

Agent-based models are versatile tools for studying how societal opinion change, including political polarization and cultural diffusion, emerges from individual behavior. This study expands agents' psychological realism using…

多智能体系统 · 计算机科学 2017-02-22 Peter Duggins

Uncertainty visualizations often emphasize point estimates to support magnitude estimates or decisions through visual comparison. However, when design choices emphasize means, users may overlook uncertainty information and misinterpret…

人机交互 · 计算机科学 2020-09-15 Alex Kale , Matthew Kay , Jessica Hullman

News articles containing data visualizations play an important role in informing the public on issues ranging from public health to politics. Recent research on the persuasive appeal of data visualizations suggests that prior attitudes can…

人机交互 · 计算机科学 2024-01-24 Milad Rogha , Subham Sah , Alireza Karduni , Douglas Markant , Wenwen Dou

The increasing polarization of online political discourse calls for computational tools that automatically detect and monitor ideological divides in social media. We introduce a minimally supervised method that leverages the network…

计算与语言 · 计算机科学 2022-12-16 Valentin Hofmann , Xiaowen Dong , Janet B. Pierrehumbert , Hinrich Schütze

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

In the last decades an increasing deal of research has investigated the phenomenon of opinion misperception in human communities and, more recently, in social media. Opinion misperception is the wrong evaluation by community's members of…

物理与社会 · 物理学 2023-07-11 Daniele Vilone , Eugenia Polizzi

Does polarization online reflect the state of polarization in society? We study ideological positions and attitudes on several issues in France, a country with documented issue nonalignment. We compare distributions on X/Twitter with a…

社会与信息网络 · 计算机科学 2026-03-03 Antoine Vendeville , Hiroki Yamashita , Pedro Ramaciotti

The problem of estimating subjective visual properties from image and video has attracted increasing interest. A subjective visual property is useful either on its own (e.g. image and video interestingness) or as an intermediate…

计算机视觉与模式识别 · 计算机科学 2015-07-28 Yanwei Fu , Timothy M. Hospedales , Tao Xiang , Jiechao Xiong , Shaogang Gong , Yizhou Wang , Yuan Yao

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…

社会与信息网络 · 计算机科学 2022-03-04 Ashwin Rao , Fred Morstatter , Kristina Lerman

This paper examines a novel proxy for political polarization, initially proposed by Caliskan et al., which estimates intergroup distances using computer vision. Analyzing 1,400+ YouTube videos with advanced object detection, their study…

综合经济学 · 经济学 2025-11-06 Liangze Ke

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…

计算机与社会 · 计算机科学 2023-08-01 Amogh Joshi , Cody Buntain

The dynamics of political opinion are a critical component of modern society with large-scale implications for the evolution of intra- and international political discourse and policy. Here we utilize recent high-resolution survey data to…

物理与社会 · 物理学 2025-10-15 David Sabin-Miller , Christopher Harding

Social media users express their political preferences via interaction with other users, by spontaneous declarations or by participation in communities within the network. This makes a social network such as Twitter a valuable data source…

社会与信息网络 · 计算机科学 2024-06-13 Joseba Fernandez de Landa , Rodrigo Agerri