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Identifying controversial topics is not only interesting from a social point of view, it also enables the application of methods to avoid the information segregation, creating better discussion contexts and reaching agreements in the best…

Information Retrieval · Computer Science 2020-01-28 Juan Manuel Ortiz de Zarate , Esteban Feuerstein

Social Media Platforms (SMPs) like Facebook, Twitter, Instagram etc. have large user base all around the world that generates huge amount of data every second. This includes a lot of posts by fake and spam users, typically used by many…

Machine Learning · Computer Science 2023-04-13 Manojit Chakraborty , Shubham Das , Radhika Mamidi

Sentiment analysis of social media data is an emerging field with vast applications in various domains. In this study, we developed a sentiment analysis model to analyze social media sentiment, especially tweets, during global conflicting…

Computation and Language · Computer Science 2023-12-08 Ujwal Sasikumar , Ank Zaman , Abdul-Rahman Mawlood-Yunis , Prosenjit Chatterjee

Online social networks such as Twitter are important platforms for spreading public opinion on a variety of subjects. The classification of users through the analysis of their posts on Twitter according to their opinion sharing can help…

Social and Information Networks · Computer Science 2019-06-17 Camila P. S. Tautenhain , Rodrigo Francisquini , Mariá C. V. Nascimento

There is a vast amount of data generated every second due to the rapidly growing technology in the current world. This area of research attempts to determine the feelings or opinions of people on social media posts. The dataset we used was…

Computation and Language · Computer Science 2023-01-24 Keshav Kapur , Rajitha Harikrishnan

Whose labels should a machine learning (ML) algorithm learn to emulate? For ML tasks ranging from online comment toxicity to misinformation detection to medical diagnosis, different groups in society may have irreconcilable disagreements…

Human-Computer Interaction · Computer Science 2022-02-08 Mitchell L. Gordon , Michelle S. Lam , Joon Sung Park , Kayur Patel , Jeffrey T. Hancock , Tatsunori Hashimoto , Michael S. Bernstein

In this paper, we study the implications of the commonplace assumption that most social media studies make with respect to the nature of message shares (such as retweets) as a predominantly positive interaction. By analyzing two large…

Social and Information Networks · Computer Science 2017-03-14 Pedro Calais Guerra , Roberto C. S. N. P. Souza , Renato M. Assunção , Wagner Meira

Identifying the language of social media messages is an important first step in linguistic processing. Existing models for Twitter focus on content analysis, which is successful for dissimilar language pairs. We propose a label propagation…

Computation and Language · Computer Science 2016-07-20 Will Radford , Matthias Galle

In today's digital age, social media platforms play a crucial role in shaping public opinion. This study explores how discussions led by influencers on Twitter, now known as 'X', affect public sentiment and contribute to online…

Social and Information Networks · Computer Science 2024-09-18 Rezaur Rashid , Joshua Melton , Ouldouz Ghorbani , Siddharth Krishnan , Shannon Reid , Gabriel Terejanu

Social networks have triumphed in communicating people online, but they have also been exploited to launch influence operations for manipulating society. The deployment of software-controlled accounts (e.g., social bots) has proven to be…

Social and Information Networks · Computer Science 2021-07-16 Javier Pastor-Galindo , Félix Gómez Mármol , Gregorio Martínez Pérez

This paper presents a user modeling pipeline to analyze discussions and opinions shared on social media regarding polarized political events (e.g., public polls). The pipeline follows a four-step methodology. First, social media posts and…

Social and Information Networks · Computer Science 2018-07-26 Roberto Napoli , Ali Mert Ertugrul , Alessandro Bozzon , Marco Brambilla

Disagreements are frequently studied from the perspective of either detecting toxicity or analysing argument structure. We propose a framework of dispute tactics that unifies these two perspectives, as well as other dialogue acts which play…

Computation and Language · Computer Science 2022-12-19 Christine de Kock , Tom Stafford , Andreas Vlachos

We encounter arguments everyday in the form of social media posts, presidential debates, news articles, and even advertisements. A ubiquitous, influential example is the opinion piece (op-ed). Opinion pieces can provide valuable…

Human-Computer Interaction · Computer Science 2025-01-03 Priya Pitre , Kurt Luther

Polarization is an increasingly worrying phenomenon within social media. Recent work has made it possible to detect and even quantify polarization. Nevertheless, the few existing metrics, although defined in a continuous space, often lead…

Social and Information Networks · Computer Science 2023-06-02 Celina Treuillier , Sylvain Castagnos , Armelle Brun

To curb the problem of false information, social media platforms like Twitter started adding warning labels to content discussing debunked narratives, with the goal of providing more context to their audiences. Unfortunately, these labels…

Cryptography and Security · Computer Science 2022-12-13 Pujan Paudel , Jeremy Blackburn , Emiliano De Cristofaro , Savvas Zannettou , Gianluca Stringhini

In recent years people have become increasingly reliant on social media to read news and get information, and some social media users post unsubstantiated information to gain attention. Such information is known as rumours. Nowadays, rumour…

Computation and Language · Computer Science 2023-04-05 Yaohou Fan

Networks, representing attitudinal survey data, expose the structure of opinion-based groups. We make use of these network projections to identify the groups reliably through community detection algorithms and to examine…

Physics and Society · Physics 2021-10-14 Alejandro Dinkelberg , David JP O'Sullivan , Michael Quayle , Pádraig MacCarron

Humans use language to accomplish a wide variety of tasks - asking for and giving advice being one of them. In online advice forums, advice is mixed in with non-advice, like emotional support, and is sometimes stated explicitly, sometimes…

Computation and Language · Computer Science 2026-04-17 Venkata Subrahmanyan Govindarajan , Benjamin T Chen , Rebecca Warholic , Katrin Erk , Junyi Jessy Li

We create a computational framework for understanding social action and demonstrate how this framework can be used to build an open-source event detection tool with scalable statistical machine learning algorithms and a subsampled database…

Social and Information Networks · Computer Science 2017-10-30 Jason Anastasopoulos , Jake Ryland Williams

Multidimensional scaling in networks allows for the discovery of latent information about their structure by embedding nodes in some feature space. Ideological scaling for users in social networks such as Twitter is an example, but similar…

Social and Information Networks · Computer Science 2021-03-15 Pedro Ramaciotti Morales , Jean-Philippe Cointet , Julio Laborde
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