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Anticipating audience reaction towards a certain piece of text is integral to several facets of society ranging from politics, research, and commercial industries. Sentiment analysis (SA) is a useful natural language processing (NLP)…

Artificial Intelligence · Computer Science 2022-08-23 Anna Nguyen , Antonio Longa , Massimiliano Luca , Joe Kaul , Gabriel Lopez

Online trolls increase social costs and cause psychological damage to individuals. With the proliferation of automated accounts making use of bots for trolling, it is difficult for targeted individual users to handle the situation both…

Computation and Language · Computer Science 2022-09-08 Huije Lee , Young Ju NA , Hoyun Song , Jisu Shin , Jong C. Park

Foreign information operations conducted by Russian and Chinese actors exploit the United States' permissive information environment. These campaigns threaten democratic institutions and the broader Westphalian model. Yet, existing…

Computers and Society · Computer Science 2025-05-19 Matthew Stoffolano , Ayush Rout , Justin M. Pelletier

Social media is commonly used by the public during election campaigns to express their opinions regarding different issues. Among various social media channels, Twitter provides an efficient platform for researchers and politicians to…

Social and Information Networks · Computer Science 2022-07-15 Amir Karami , Spring B. Clark , Anderson Mackenzie , Dorathea Lee , Michael Zhu , Hannah R. Boyajieff , Bailey Goldschmidt

This study addresses the critical challenge of detecting DeepFake tweets by leveraging advanced natural language processing (NLP) techniques to distinguish between genuine and AI-generated texts. Given the increasing prevalence of…

Computation and Language · Computer Science 2024-06-25 Adam Frej , Adrian Kaminski , Piotr Marciniak , Szymon Szmajdzinski , Soveatin Kuntur , Anna Wroblewska

Sentiment analysis of social media data consists of attitudes, assessments, and emotions which can be considered a way human think. Understanding and classifying the large collection of documents into positive and negative aspects are a…

Computation and Language · Computer Science 2020-07-16 Aditya Sharma , Alex Daniels

Social Media have been extensively used for commercial and political communication, besides their initial scope of providing an easy-to-use outlet to produce and consume user-generated content. Besides being a popular medium, Social Media…

Social and Information Networks · Computer Science 2022-10-17 Kostas Karpouzis , Stavros Kaperonis , Yannis Skarpelos

Social media platforms attempting to curb abuse and misinformation have been accused of political bias. We deploy neutral social bots who start following different news sources on Twitter, and track them to probe distinct biases emerging…

Social and Information Networks · Computer Science 2021-09-27 Wen Chen , Diogo Pacheco , Kai-Cheng Yang , Filippo Menczer

Online Social Networks represent a novel opportunity for political campaigns, revolutionising the paradigm of political communication. Nevertheless, many studies uncovered the presence of d/misinformation campaigns or of malicious…

Social and Information Networks · Computer Science 2024-03-21 Matteo Bruno , Renaud Lambiotte , Fabio Saracco

The advent of social media changed the way we consume content favoring a disintermediated access and production. This scenario has been matter of critical discussion about its impact on society. Magnified in the case of Arab Spring or…

Social and Information Networks · Computer Science 2020-06-29 Matteo Cinelli , Stefano Cresci , Alessandro Galeazzi , Walter Quattrociocchi , Maurizio Tesconi

For more than a decade scholars have been investigating the disinformation flow on social media contextually to societal events, like, e.g., elections. In this paper, we analyze the Twitter traffic related to the US 2020 pre-election debate…

Social and Information Networks · Computer Science 2023-03-23 Manuel Pratelli , Marinella Petrocchi , Fabio Saracco , Rocco De Nicola

Artificial intelligence (AI)-powered recommender systems play a crucial role in determining the content that users are exposed to on social media platforms. However, the behavioural patterns of these systems are often opaque, complicating…

Social and Information Networks · Computer Science 2023-09-20 Giulio Corsi

The 2022 Russian invasion of Ukraine was accompanied by a large-scale, pro-Russian propaganda campaign on social media. However, the strategy behind the dissemination of propaganda has remained unclear, particularly how the online discourse…

Social and Information Networks · Computer Science 2023-07-25 Dominique Geissler , Stefan Feuerriegel

Public opinion is a crucial factor in shaping political decision-making. Nowadays, social media has become an essential platform for individuals to engage in political discussions and express their political views, presenting researchers…

Social and Information Networks · Computer Science 2023-04-25 Xingyu Peng , Zhenkun Zhou , Chong Zhang , Ke Xu

In this paper we illustrate the use of Data Science techniques to analyse complex human communication. In particular, we consider tweets from leaders of political parties as a dynamical proxy to political programmes and ideas. We also study…

Social and Information Networks · Computer Science 2020-11-23 Miguel G. Folgado , Verónica Sanz

Social media has played an important role in shaping political discourse over the last decade. At the same time, it is often perceived to have increased political polarization, thanks to the scale of discussions and their public nature. In…

Social and Information Networks · Computer Science 2017-03-20 Kiran Garimella , Ingmar Weber

Societies are complex systems which tend to polarize into sub-groups of individuals with dramatically opposite perspectives. This phenomenon is reflected -- and often amplified -- in online social networks where, however, humans are no more…

Physics and Society · Physics 2019-03-01 Massimo Stella , Emilio Ferrara , Manlio De Domenico

This paper proposes a novel lexicon-based unsupervised sentimental analysis method to measure the $``\textit{hope}"$ and $``\textit{fear}"$ for the 2022 Ukrainian-Russian Conflict. $\textit{Reddit.com}$ is utilised as the main source of…

Computation and Language · Computer Science 2023-04-10 Alessio Guerra , Oktay Karakuş

Social media platforms are often blamed for exacerbating political polarization and worsening public dialogue. Many claim that hyperpartisan users post pernicious content, slanted to their political views, inciting contentious and toxic…

Social and Information Networks · Computer Science 2024-11-01 Hans W. A. Hanley , Zakir Durumeric

Sentiment analysis or opinion mining help to illustrate the phrase NLP (Natural Language Processing). Sentiment analysis has been the most significant topic in recent years. The goal of this study is to solve the sentiment polarity…

Computation and Language · Computer Science 2023-07-06 Fatema Tuz Zohra Anny , Oahidul Islam