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Twitter is a well-known microblogging social site where users express their views and opinions in real-time. As a result, tweets tend to contain valuable information. With the advancements of deep learning in the domain of natural language…

Computation and Language · Computer Science 2020-10-22 Mohiuddin Md Abdul Qudar , Vijay Mago

Generating models from large data sets -- and determining which subsets of data to mine -- is becoming increasingly automated. However choosing what data to collect in the first place requires human intuition or experience, usually supplied…

Computers and Society · Computer Science 2014-05-20 Josh C. Bongard , Paul D. H. Hines , Dylan Conger , Peter Hurd , Zhenyu Lu

Data extracted from social networks like Twitter are increasingly being used to build applications and services that mine and summarize public reactions to events, such as traffic monitoring platforms, identification of epidemic outbreaks,…

Social and Information Networks · Computer Science 2014-05-21 Carlos A. Freitas , Fabrício Benevenuto , Saptarshi Ghosh , Adriano Veloso

In a pre-registered algorithmic audit, we found that, relative to a reverse-chronological baseline, Twitter's engagement-based ranking algorithm amplifies emotionally charged, out-group hostile content that users say makes them feel worse…

Social and Information Networks · Computer Science 2024-12-10 Smitha Milli , Micah Carroll , Yike Wang , Sashrika Pandey , Sebastian Zhao , Anca D. Dragan

Tweets pertaining to a single event, such as a national election, can number in the hundreds of millions. Automatically analyzing them is beneficial in many downstream natural language applications such as question answering and…

Computation and Language · Computer Science 2013-11-06 Saif M. Mohammad , Svetlana Kiritchenko , Joel Martin

Twitter is now an established and a widely popular news medium. Be it normal banter or a discussion on high impact events like Boston marathon blasts, February 2014 US Icestorm, etc., people use Twitter to get updates. Twitter bots have…

Social and Information Networks · Computer Science 2014-06-18 Sudip Mittal , Ponnurangam Kumaraguru

People increasingly use social media to report emergencies, seek help or share information during disasters, which makes social networks an important tool for disaster management. To meet these time-critical needs, we present a weakly…

Computation and Language · Computer Science 2020-10-06 Wenlin Yao , Cheng Zhang , Shiva Saravanan , Ruihong Huang , Ali Mostafavi

The extensive use of social media for sharing and obtaining information has resulted in the development of topic detection models to facilitate the comprehension of the overwhelming amount of short and distributed posts. Probabilistic topic…

Information Retrieval · Computer Science 2020-09-22 A. Yıldırım , S. Uskudarli

This article presents a short case study in text analysis: the scoring of Twitter posts for positive, negative, or neutral sentiment directed towards particular US politicians. The study requires selection of a sub-sample of representative…

Applications · Statistics 2013-03-05 Matt Taddy

Rumour stance classification, the task that determines if each tweet in a collection discussing a rumour is supporting, denying, questioning or simply commenting on the rumour, has been attracting substantial interest. Here we introduce a…

Computation and Language · Computer Science 2016-10-12 Arkaitz Zubiaga , Elena Kochkina , Maria Liakata , Rob Procter , Michal Lukasik

On-line social networks publish information on a high volume of real-world events almost instantly, becoming a primary source for breaking news. Some of these real-world events can end up having a very strong impact on on-line social…

Social and Information Networks · Computer Science 2017-02-08 Janani Kalyanam , Mauricio Quezada , Barbara Poblete , Gert Lanckriet

Identifying user stance related to a political event has several applications, like determination of individual stance, shaping of public opinion, identifying popularity of government measures and many others. The huge volume of political…

Social and Information Networks · Computer Science 2022-01-20 Roshni Chakraborty , Maitry Bhavsar , Sourav Kumar Dandapat , Joydeep Chandra

We demonstrate the power of data mining techniques for the analysis of collective social dynamics within British Tweets during the Olympic Games 2012. The classification accuracy of online activities related to the successes of British…

Social and Information Networks · Computer Science 2023-07-19 Jan Chołoniewski , Julian Sienkiewicz , Janusz A. Hołyst , Mike Thelwall

Research in social media analysis is experiencing a recent surge with a large number of works applying representation learning models to solve high-level syntactico-semantic tasks such as sentiment analysis, semantic textual similarity…

Computation and Language · Computer Science 2016-11-16 J Ganesh , Manish Gupta , Vasudeva Varma

This paper asks whether promotional Twitter/X bots form behavioural families and whether members evolve similarly. We analyse 2,798,672 tweets from 2,615 ground-truth promotional bot accounts (2006-2021), focusing on complete years 2009 to…

Social and Information Networks · Computer Science 2025-12-23 Ohoud Alzahrani , Russell Beale , Robert J. Hendley

Probabilistic models can learn users' preferences from the history of their item adoptions on a social media site, and in turn, recommend new items to users based on learned preferences. However, current models ignore psychological factors…

Information Retrieval · Computer Science 2013-11-07 Jeon-Hyung Kang , Kristina Lerman

Social networking and micro-blogging services, such as Twitter, play an important role in sharing digital information. Despite the popularity and usefulness of social media, they are regularly abused by corrupt users. One of these nefarious…

Social and Information Networks · Computer Science 2022-10-28 Tanveer Khan , Antonis Michalas

Modelling and forecasting real-life human behaviour using online social media is an active endeavour of interest in politics, government, academia, and industry. Since its creation in 2006, Twitter has been proposed as a potential…

Social and Information Networks · Computer Science 2023-08-15 Alejandro Vigna-Gómez , Javier Murillo , Manelik Ramirez , Alberto Borbolla , Ian Márquez , Prasun K. Ray

Stance classification aims to identify, for a particular issue under discussion, whether the speaker or author of a conversational turn has Pro (Favor) or Con (Against) stance on the issue. Detecting stance in tweets is a new task proposed…

Computation and Language · Computer Science 2018-01-29 Amita Misra , Brian Ecker , Theodore Handleman , Nicolas Hahn , Marilyn Walker

Non-linear models recently receive a lot of attention as people are starting to discover the power of statistical and embedding features. However, tree-based models are seldom studied in the context of structured learning despite their…

Computation and Language · Computer Science 2016-09-27 Yi Yang , Ming-Wei Chang