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Event detection in text streams is a crucial task for the analysis of online media and social networks. One of the current challenges in this field is establishing a performance standard while maintaining an acceptable level of…

计算与语言 · 计算机科学 2024-12-23 Marjolaine Ray , Qi Wang , Frédérique Mélanie-Becquet , Thierry Poibeau , Béatrice Mazoyer

Recently a lot of progress has been made in rumor modeling and rumor detection for micro-blogging streams. However, existing automated methods do not perform very well for early rumor detection, which is crucial in many settings, e.g., in…

社会与信息网络 · 计算机科学 2024-04-10 Tu Nguyen , Cheng Li , Claudia Niederée

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

Social media is widely used to share information globally and it also aids to gain attention from the world. When socially sensitive incidents like rape, human rights march, corruption, political controversy, chemical attacks occur, they…

社会与信息网络 · 计算机科学 2026-04-06 Pramod Bide , Sudhir Dhage , Mohammed Afaan Ansari , Rudresh Veerkhare

The analysis of natural disasters such as floods in a timely manner often suffers from limited data due to coarsely distributed sensors or sensor failures. At the same time, a plethora of information is buried in an abundance of images of…

计算机视觉与模式识别 · 计算机科学 2020-11-12 Björn Barz , Kai Schröter , Ann-Christin Kra , Joachim Denzler

Recently, Twitter has become the social network of choice for sharing and spreading information to a multitude of users through posts called 'tweets'. Users can easily re-share these posts to other users through 'retweets', which allow…

计算与语言 · 计算机科学 2022-06-22 Rikaz Rameez , Hossein A. Rahmani , Emine Yilmaz

In the last decade, social networks became most popular medium for communication and interaction. As an example, micro-blogging service Twitter has more than 200 million registered users who exchange more than 65 million posts per day.…

信息检索 · 计算机科学 2020-01-29 Qadri Mishael , Aladdin Ayesh

Social media is becoming a primary medium to discuss what is happening around the world. Therefore, the data generated by social media platforms contain rich information which describes the ongoing events. Further, the timeliness associated…

信息检索 · 计算机科学 2021-05-27 Hansi Hettiarachchi , Mariam Adedoyin-Olowe , Jagdev Bhogal , Mohamed Medhat Gaber

To be prepared against cyberattacks, most organizations resort to security information and event management systems to monitor their infrastructures. These systems depend on the timeliness and relevance of the latest updates, patches and…

机器学习 · 计算机科学 2019-04-03 Nuno Dionísio , Fernando Alves , Pedro M. Ferreira , Alysson Bessani

Social Media websites have disseminated digital devices to the public, making information sharing easier and faster. Exchanging textual data is the most popular communication among social media users. It has become a necessity for…

社会与信息网络 · 计算机科学 2020-08-13 Fouzi Harrag , Selmene Gueliani

Patterns of event propagation in online social networks provide novel insights on the modeling and analysis of information dissemination over networks and physical systems. This paper studies the importance of follower links for event…

社会与信息网络 · 计算机科学 2018-07-20 Pin-Yu Chen , Chun-Chen Tu , Pai-Shun Ting , Ya-Yun Lo , Danai Koutra , Alfred O. Hero

Users increasing activity across various social networks made it the most widely used platform for exchanging and propagating information among individuals. To spread information within a network, a user initially shared information on a…

社会与信息网络 · 计算机科学 2026-05-13 Maryam Ramezani , Hossein Goli , AmirMohammad Izadi , Hamid R. Rabiee

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

A key challenge in mining social media data streams is to identify events which are actively discussed by a group of people in a specific local or global area. Such events are useful for early warning for accident, protest, election or…

社会与信息网络 · 计算机科学 2021-06-25 Yasmeen George , Shanika Karunasekera , Aaron Harwood , Kwan Hui Lim

While Twitter provides an unprecedented opportunity to learn about breaking news and current events as they happen, it often produces skepticism among users as not all the information is accurate but also hoaxes are sometimes spread. While…

社会与信息网络 · 计算机科学 2013-12-31 Arkaitz Zubiaga , Heng Ji

It is part of our daily social-media experience that seemingly ordinary items (videos, news, publications, etc.) unexpectedly gain an enormous amount of attention. Here we investigate how unexpected these events are. We propose a method…

物理与社会 · 物理学 2014-12-09 José M. Miotto , Eduardo G. Altmann

With the increasing use of online social networks as a source of news and information, the propensity for a rumor to disseminate widely and quickly poses a great concern, especially in disaster situations where users do not have enough time…

社会与信息网络 · 计算机科学 2020-02-27 Abiola Osho , Caden Waters , George Amariucai

Social networks play a fundamental role in propagation of information and news. Characterizing the content of the messages becomes vital for different tasks, like breaking news detection, personalized message recommendation, fake users…

信息检索 · 计算机科学 2022-01-04 Federico Albanese , Esteban Feuerstein

Social networks are the social structures which are composed of people and their relationships and nowadays, play an important role in data extension. In such networks, the communities are recognized as the groups of users who are often…

社会与信息网络 · 计算机科学 2020-11-26 Reyhaneh Rigia , Mehrdad Jalali , Mohammad Hosein Moattar

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