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Sentiment analysis, an emerging research area within natural language processing (NLP), has primarily been explored in contexts like elections and social media trends, but there remains a significant gap in understanding emotional dynamics…

Computation and Language · Computer Science 2025-12-18 Md. Samiul Alim , Mahir Shahriar Tamim , Maisha Rahman , Tanvir Ahmed Khan , Md Mushfique Anwar

News media serves a crucial role in disseminating information and shaping public perception, especially during periods of political unrest. Using over 50,0000 YouTube comments on news coverage from July 16 to August 6, 2024, we investigate…

Computers and Society · Computer Science 2025-11-05 Tabia Tanzin Prama , Christopher M. Danforth , Peter Sheridan Dodds

How does political discourse spread in digital networks? Can we empirically test if certain conceptual frames of social movements have a correlate on their online discussion networks? Through an analysis of the Twitter data from the Occupy…

Social and Information Networks · Computer Science 2013-08-07 Jorge Fabrega , Javier Sajuria

Bangla is the 7th most widely spoken language globally, with a staggering 234 million native speakers primarily hailing from India and Bangladesh. This morphologically rich language boasts a rich literary tradition, encompassing diverse…

Computation and Language · Computer Science 2023-10-19 Saumajit Saha , Albert Nanda

We analyse a large sample of the Twitter activity developed around the social movement 'Occupy Wall Street' to study the complex interactions between the human communication activity and the semantic content of a discussion. We use a…

Social and Information Networks · Computer Science 2016-02-17 Floriana Gargiulo , Jacopo Bindi , Andrea Apolloni

This paper investigates bias in coverage between Western and Arab media on Twitter after the November 2015 Beirut and Paris terror attacks. Using two Twitter datasets covering each attack, we investigate how Western and Arab media differed…

Social and Information Networks · Computer Science 2018-03-16 Abdallah El Ali , Tim C Stratmann , Souneil Park , Johannes Schöning , Wilko Heuten , Susanne CJ Boll

People often turn to social media to comment upon and share information about major global events. Accordingly, social media is receiving increasing attention as a rich data source for understanding people's social, political and economic…

Computers and Society · Computer Science 2020-09-14 Ancil Crayton , João Fonseca , Kanav Mehra , Michelle Ng , Jared Ross , Marcelo Sandoval-Castañeda , Rachel von Gnechten

In social network Twitter, users can interact with each other and spread information via retweets. These millions of interactions may result in media events whose influence goes beyond Twitter framework. In this paper, we thoroughly explore…

Social and Information Networks · Computer Science 2019-06-07 Audrey Wilmet , Robin Lamarche-Perrin

In the analysis of Twitter debate, the recent literature focused on discursive communities, i.e. clusters of accounts interacting among themselves via retweets. In the present work, we studied discursive communities in 8 different thematic…

Social and Information Networks · Computer Science 2022-08-01 Mattia Mattei , Manuel Pratelli , Guido Caldarelli , Marinella Petrocchi , Fabio Saracco

This research presents a framework for analyzing the dynamics of online communities in social media platforms, utilizing a temporal fusion of text and network data. By combining text classification and dynamic social network analysis, we…

Social and Information Networks · Computer Science 2024-09-19 Amirhossein Dezhboro , Jose Emmanuel Ramirez-Marquez , Aleksandra Krstikj

Social media platforms hold valuable insights, yet extracting essential information can be challenging. Traditional top-down approaches often struggle to capture critical signals in rapidly changing events. As global events evolve swiftly,…

Information Retrieval · Computer Science 2024-03-13 Andy Skumanich , Han Kyul Kim

Modeling online discourse dynamics is a core activity in understanding the spread of information, both offline and online, and emergent online behavior. There is currently a disconnect between the practitioners of online social media…

Social and Information Networks · Computer Science 2021-03-15 Quyu Kong , Rohit Ram , Marian-Andrei Rizoiu

Cities have been a thriving place for citizens over the centuries due to their complex infrastructure. The emergence of the Cyber-Physical-Social Systems (CPSS) and context-aware technologies boost a growing interest in analysing,…

Social and Information Networks · Computer Science 2017-05-30 Nazli Farajidavar , Sefki Kolozali , Payam Barnaghi

The daily exposure of social media users to propaganda and disinformation campaigns has reinvigorated the need to investigate the local and global patterns of diffusion of different (mis)information content on social media. Echo chambers…

Social and Information Networks · Computer Science 2020-09-24 Stefano Guarino , Noemi Trino , Alessandro Celestini , Alessandro Chessa , Gianni Riotta

World leaders have been increasingly using social media platforms as a tool for political communication. However, despite the growing research on governmental accounts on social media, virtually nothing is known about interactions among…

Social and Information Networks · Computer Science 2019-07-29 Evgeniia Iakhnis , Adam Badawy

Online social connections occur within a specific conversational context. Prior work in network analysis of social media data attempts to contextualize data through filtering. We propose a method of contextualizing online conversational…

Social and Information Networks · Computer Science 2022-07-27 Thomas Magelinski , Kathleen M. Carley

Online discussions are often characterized by strong behavioral asymmetries: a relatively small fraction of users actively produces content, while the majority primarily consumes and redistributes it. Here we propose a community-detection…

Social and Information Networks · Computer Science 2026-02-16 Stefano Guarino , Ayoub Mounim , Guido Caldarelli , Fabio Saracco

Even though the Internet and social media have increased the amount of news and information people can consume, most users are only exposed to content that reinforces their positions and isolates them from other ideological communities.…

Social and Information Networks · Computer Science 2021-12-21 Federico Albanese , Leandro Lombardi , Esteban Feuerstein , Pablo Balenzuela

In this study, we conducted a comprehensive data collection on the 2022 Qatar FIFA World Cup event and used a multilayer network approach to visualize the main topics, while considering their context and meaning relationships. We structured…

Social and Information Networks · Computer Science 2024-01-24 Andrea Russo , Vincenzo Miracula , Antonio Picone

Political discourse has grown increasingly fragmented across different social platforms, making it challenging to trace how narratives spread and evolve within such a fragmented information ecosystem. Reconstructing social graphs and…

Social and Information Networks · Computer Science 2025-11-18 Patrick Gerard , Hans W. A. Hanley , Luca Luceri , Emilio Ferrara
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