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State of the art benchmarks for Twitter Sentiment Analysis do not consider the fact that for more than half of the tweets from the public stream a distinct sentiment cannot be chosen. This paper provides a new perspective on Twitter…

Computation and Language · Computer Science 2015-09-28 Nils Haldenwang , Oliver Vornberger

In this work, we propose a content-based recommendation approach to increase exposure to opposing beliefs and opinions. Our aim is to help provide users with more diverse viewpoints on issues, which are discussed in partisan groups from…

Information Retrieval · Computer Science 2018-09-12 Elisabeth Lex , Mario Wagner , Dominik Kowald

We collect and analyse messages exchanged in Twitter using two of the platform's publicly available APIs (the search and stream specifications). We assess the differences between the two samples, and compare the networks of communication…

Physics and Society · Physics 2012-12-10 Sandra González-Bailón , Ning Wang , Alejandro Rivero , Javier Borge-Holthoefer , Yamir Moreno

In recent years, the proliferation of misinformation on social media platforms has become a significant concern. Initially designed for sharing information and fostering social connections, platforms like Twitter (now rebranded as X) have…

Computers and Society · Computer Science 2026-01-28 Uku Kangur , Roshni Chakraborty , Rajesh Sharma

The ability to detect coordinated activity in communication networks is an ongoing challenge. Prior approaches emphasize considering any activity exceeding a specific threshold of similarity to be coordinated. However, identifying such a…

Social and Information Networks · Computer Science 2025-01-22 David Axelrod , John Paolillo

Our social identities determine how we interact and engage with the world surrounding us. In online settings, individuals can make these identities explicit by including them in their public biography, possibly signaling a change to what is…

Social and Information Networks · Computer Science 2023-08-21 Minje Choi , Daniel M. Romero , David Jurgens

With the growing popularity of microblogging services such as Twitter in recent years, an increasing number of users are using these services in their daily lives. The huge volume of information generated by users raises new opportunities…

Information Retrieval · Computer Science 2018-08-16 Guangyuan Piao , John G. Breslin

How popular a topic or an opinion appears to be in a network can be very different from its actual popularity. For example, in an online network of a social media platform, the number of people who mention a topic in their posts---i.e., its…

Social and Information Networks · Computer Science 2020-03-25 Nazanin Alipourfard , Buddhika Nettasinghe , Andres Abeliuk , Vikram Krishnamurthy , Kristina Lerman

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

Radical right influencers routinely use social media to spread highly divisive, disruptive and anti-democratic messages. Assessing and countering the challenge that such content poses is crucial for ensuring that online spaces remain open,…

Social and Information Networks · Computer Science 2021-09-17 Laila Sprejer , Helen Margetts , Kleber Oliveira , David O'Sullivan , Bertie Vidgen

The spread of misinformation on social media is a pressing societal problem that platforms, policymakers, and researchers continue to grapple with. As a countermeasure, recent works have proposed to employ non-expert fact-checkers in the…

Social and Information Networks · Computer Science 2023-03-28 Chiara Drolsbach , Nicolas Pröllochs

This exploratory study examines the strategies of social bots on Twitter that were retweeted following a mass shooting event. Using a case study method to frame our work, we collected over seven million tweets during a one-month period…

Computers and Society · Computer Science 2018-08-29 Vanessa L. Kitzie , Ehsan Mohammadi , Amir Karami

The last decade of altmetrics research has demonstrated that altmetrics have a low to moderate correlation with citations, depending on the platform and the discipline, among other factors. Most past studies used academic works as their…

Social and Information Networks · Computer Science 2023-06-30 Madelaine Hare , Geoff Krause , Keith MacKnight , Timothy D. Bowman , Rodrigo Costas , Philippe Mongeon

The increasing prevalence of location-sharing features on social media has enabled researchers to ground computational social science research using geolocated data, affording opportunities to study human mobility, the impact of real-world…

Social and Information Networks · Computer Science 2023-02-15 Julie Jiang , Jesse Thomason , Francesco Barbieri , Emilio Ferrara

We examine the relationship between social structure and sentiment through the analysis of a large collection of tweets about the Irish Marriage Referendum of 2015. We obtain the sentiment of every tweet with the hashtags #marref and…

Social and Information Networks · Computer Science 2017-07-18 David J. P. O'Sullivan , Guillermo Garduño-Hernández , James P. Gleeson , Mariano Beguerisse-Díaz

An important challenge in the process of tracking and detecting the dissemination of misinformation is to understand the political gap between people that engage with the so called "fake news". A possible factor responsible for this gap is…

Social and Information Networks · Computer Science 2017-07-18 Manoel Horta Ribeiro , Pedro H. Calais , Virgílio A. F. Almeida , Wagner Meira

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

In the past few years, there has been a huge growth in Twitter sentiment analysis having already provided a fair amount of research on sentiment detection of public opinion among Twitter users. Given the fact that Twitter messages are…

Computation and Language · Computer Science 2019-02-15 Sotiris K. Tasoulis , Aristidis G. Vrahatis , Spiros V. Georgakopoulos , Vassilis P. Plagianakos

Locations, e.g., countries, states, cities, and point-of-interests, are central to news, emergency events, and people's daily lives. Automatic identification of locations associated with or mentioned in documents has been explored for…

Social and Information Networks · Computer Science 2018-07-17 Xin Zheng , Jialong Han , Aixin Sun

This study uses sentiment analysis and the Moral Foundations Theory (MFT) to characterise news content in social media and examine its association with user engagement. We employ Natural Language Processing to quantify the moral and…

Social and Information Networks · Computer Science 2025-02-18 Jacopo D'Ignazi , Kyriaki Kalimeri , Mariano G. Beiró