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Social media has played a huge part on how people get informed and communicate with one another. It has helped people express their needs due to distress especially during disasters. Because posts made through it are publicly accessible by…

Breaking news leads to situations of fast-paced reporting in social media, producing all kinds of updates related to news stories, albeit with the caveat that some of those early updates tend to be rumours, i.e., information with an…

计算与语言 · 计算机科学 2016-10-25 Arkaitz Zubiaga , Maria Liakata , Rob Procter

Online social media platforms are turning into the prime source of news and narratives about worldwide events. However,a systematic summarization-based narrative extraction that can facilitate communicating the main underlying events is…

社会与信息网络 · 计算机科学 2020-12-29 Toktam A. Oghaz , Ece C. Mutlu , Jasser Jasser , Niloofar Yousefi , Ivan Garibay

Social media has become an important information source for crisis management and provides quick access to ongoing developments and critical information. However, classification models suffer from event-related biases and highly imbalanced…

计算与语言 · 计算机科学 2022-11-22 Philipp Seeberger , Korbinian Riedhammer

Event detection using social media streams needs a set of informative features with strong signals that need minimal preprocessing and are highly associated with events of interest. Identifying these informative features as keywords from…

社会与信息网络 · 计算机科学 2019-01-04 Ahmad Hany Hossny , Lewis Mitchell

The news landscape is continuously evolving, with an ever-increasing volume of information from around the world. Automated event detection within this vast data repository is essential for monitoring, identifying, and categorizing…

计算与语言 · 计算机科学 2024-07-09 Adane Nega Tarekegn

Predicting investors reactions to financial and political news is important for the early detection of stock market jitters. Evidence from several recent studies suggests that online social media could improve prediction of stock market…

社会与信息网络 · 计算机科学 2017-09-20 Fani Tsapeli , Nikolaos Bezirgiannidis , Peter Tino , Mirco Musolesi

This paper introduces improved methods for sub-event detection in social media streams, by applying neural sequence models not only on the level of individual posts, but also directly on the stream level. Current approaches to identify…

计算与语言 · 计算机科学 2019-03-14 Giannis Bekoulis , Johannes Deleu , Thomas Demeester , Chris Develder

Cultural and social dynamics are important concepts that must be understood in order to grasp what a community cares about. To that end, an excellent source of information on what occurs in a community is the news, especially in recent…

社会与信息网络 · 计算机科学 2020-10-23 Vladimir Vargas-Calderón , Nicolás Parra-A. , Jorge E. Camargo , Herbert Vinck-Posada

It is a challenging and complex task to acquire information from different regions of a disaster-affected area in a timely fashion. The extensive spread and reach of social media and networks allow people to share information in real-time.…

社会与信息网络 · 计算机科学 2019-08-06 Md. Yasin Kabir , Sanjay Madria

In this paper we show how the performance of tweet clustering can be improved by leveraging character-based neural networks. The proposed approach overcomes the limitations related to the vocabulary explosion in the word-based models and…

信息检索 · 计算机科学 2017-03-17 Svitlana Vakulenko , Lyndon Nixon , Mihai Lupu

Social platforms have emerged as crucial platforms for distributing information and discussing social events, offering researchers an excellent opportunity to design and implement novel event detection frameworks. Identifying unspecified…

计算与语言 · 计算机科学 2025-06-12 Mohammadali Sefidi Esfahani , Mohammad Akbari

Understanding causality between real-world events from social media is essential for situational awareness, yet existing causal discovery methods often overlook the interplay between semantic, spatial, and temporal contexts. We propose…

社会与信息网络 · 计算机科学 2026-02-04 Hieu Duong , Eugene Levin , Todd Gary , Long Nguyen

The real-time nature of Twitter means that term distributions in tweets and in search queries change rapidly: the most frequent terms in one hour may look very different from those in the next. Informally, we call this phenomenon "churn".…

信息检索 · 计算机科学 2012-06-01 Jimmy Lin , Gilad Mishne

During sudden onset crisis events, the presence of spam, rumors and fake content on Twitter reduces the value of information contained on its messages (or "tweets"). A possible solution to this problem is to use machine learning to…

密码学与安全 · 计算机科学 2015-02-02 Aditi Gupta , Ponnurangam Kumaraguru , Carlos Castillo , Patrick Meier

Compared with traditional news media, social media nowadays provides a richer and more timely source of news. We are interested in multi-spatial level event detection from geo-tagged tweet streams. Specifically, in this paper we (1) examine…

社会与信息网络 · 计算机科学 2019-08-22 Yi Han , Shanika Karunasekera , Christopher Leckie , Aaron Harwood

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,…

社会与信息网络 · 计算机科学 2017-05-30 Nazli Farajidavar , Sefki Kolozali , Payam Barnaghi

Social media channels such as Twitter have emerged as popular platforms for crowds to respond to public events such as speeches, sports and debates. While this promises tremendous opportunities to understand and make sense of the reception…

机器学习 · 计算机科学 2012-12-24 Yuheng Hu , Ajita John , Fei Wang , Doree Duncan Seligmann , Subbarao Kambhampati

Rapid expansion of social media platforms such as X (formerly Twitter), Facebook, and Reddit has enabled large-scale analysis of public perceptions on diverse topics, including social issues, politics, natural disasters, and consumer…

计算与语言 · 计算机科学 2025-12-09 Aoi Fujita , Taichi Yamamoto , Yuri Nakayama , Ryota Kobayashi

A vast amount of textual web streams is influenced by events or phenomena emerging in the real world. The social web forms an excellent modern paradigm, where unstructured user generated content is published on a regular basis and in most…

机器学习 · 计算机科学 2012-08-15 Vasileios Lampos