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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

We present a new algorithm for inferring the home location of Twitter users at different granularities, including city, state, time zone or geographic region, using the content of users tweets and their tweeting behavior. Unlike existing…

社会与信息网络 · 计算机科学 2014-03-11 Jalal Mahmud , Jeffrey Nichols , Clemens Drews

Trending topics in microblogs such as Twitter are valuable resources to understand social aspects of real-world events. To enable deep analyses of such trends, semantic annotation is an effective approach; yet the problem of annotating…

信息检索 · 计算机科学 2017-01-17 Tuan Tran , Nam Khanh Tran , Teka Hadgu Asmelash , Robert Jäschke

In this paper we propose a new parallel architecture based on Big Data technologies for real-time sentiment analysis on microblogging posts. Polypus is a modular framework that provides the following functionalities: (1) massive text…

分布式、并行与集群计算 · 计算机科学 2018-01-12 Rodrigo Martínez-Castaño , Juan C. Pichel , Pablo Gamallo

Location tagging, also known as geotagging or geolocation, is the process of assigning geographical coordinates to input data. In this paper we present an algorithm for location tagging of textual documents. Our approach makes use of…

人工智能 · 计算机科学 2016-01-25 Shawn Brunsting , Hans De Sterck , Remco Dolman , Teun van Sprundel

Geolocating Twitter users---the task of identifying their home locations---serves a wide range of community and business applications such as managing natural crises, journalism, and public health. Many approaches have been proposed for…

社会与信息网络 · 计算机科学 2019-07-31 Ahmed Mourad , Falk Scholer , Walid Magdy , Mark Sanderson

We make decisions by reacting to changes in the real world, in particular, the emergence and disappearance of impermanent entities such as events, restaurants, and services. Because we want to avoid missing out on opportunities or making…

计算与语言 · 计算机科学 2022-10-17 Satoshi Akasaki , Naoki Yoshinaga , Masashi Toyoda

Social media generates an enormous amount of data on a daily basis but it is very challenging to effectively utilize the data without annotating or labeling it according to the target application. We investigate the problem of localized…

计算与语言 · 计算机科学 2020-03-12 Neha Singh , Nirmalya Roy , Aryya Gangopadhyay

Modern society habitually uses online social media services to publicly share observations, thoughts, opinions, and beliefs at any time and from any location. These geotagged social media posts may provide aggregate insights into people's…

社会与信息网络 · 计算机科学 2014-11-25 Derek Doran , Swapna Gokhale , Aldo Dagnino

Unmanned aerial vehicle-assisted disaster recovery missions have been promoted recently due to their reliability and flexibility. Machine learning algorithms running onboard significantly enhance the utility of UAVs by enabling real-time…

Over the last decade, similar to other application domains, social media content has been proven very effective in disaster informatics. However, due to the unstructured nature of the data, several challenges are associated with disaster…

计算与语言 · 计算机科学 2024-05-03 Ayaz Mehmood , Muhammad Tayyab Zamir , Muhammad Asif Ayub , Nasir Ahmad , Kashif Ahmad

Public conversations on Twitter comprise many pertinent topics including disasters, protests, politics, propaganda, sports, climate change, epidemics/pandemic outbreaks, etc., that can have both regional and global aspects. Spatial…

计算与语言 · 计算机科学 2023-02-02 Rabindra Lamsal , Aaron Harwood , Maria Rodriguez Read

Identification of fine-grained location mentions in crisis tweets is central in transforming situational awareness information extracted from social media into actionable information. Most prior works have focused on identifying generic…

计算与语言 · 计算机科学 2021-11-12 Sarthak Khanal , Maria Traskowsky , Doina Caragea

Popular social media networks provide the perfect environment to study the opinions and attitudes expressed by users. While interactions in social media such as Twitter occur in many natural languages, research on stance detection (the…

计算与语言 · 计算机科学 2021-01-29 Elena Zotova , Rodrigo Agerri , German Rigau

Due to their often unexpected nature, natural and man-made disasters are difficult to monitor and detect for journalists and disaster management response teams. Journalists are increasingly relying on signals from social media to detect…

社会与信息网络 · 计算机科学 2017-09-11 Armineh Nourbakhsh , Quanzhi Li , Xiaomo Liu , Sameena Shah

Microblogging websites, especially Twitter have become an important means of communication, in today's time. Often these services have been found to be faster than conventional news services. With millions of users, a need was felt to…

社会与信息网络 · 计算机科学 2014-08-01 Chirag Nagpal , Khushboo Singhal

We propose a simple yet effective text- based user geolocation model based on a neural network with one hidden layer, which achieves state of the art performance over three Twitter benchmark geolocation datasets, in addition to producing…

计算与语言 · 计算机科学 2017-04-28 Afshin Rahimi , Trevor Cohn , Timothy Baldwin

This paper presents our solutions for the MediaEval 2022 task on DisasterMM. The task is composed of two subtasks, namely (i) Relevance Classification of Twitter Posts (RCTP), and (ii) Location Extraction from Twitter Texts (LETT). The RCTP…

计算与语言 · 计算机科学 2023-01-03 Muhammad Suleman , Muhammad Asif , Tayyab Zamir , Ayaz Mehmood , Jebran Khan , Nasir Ahmad , Kashif Ahmad

Micro-blogging through Twitter has made information short and to the point, and more importantly systematically searchable. This work is the first of a series in which quotidian observations about Tunisia are obtained using the…

社会与信息网络 · 计算机科学 2014-01-21 Meriem Ben-Salah Akin

One of the major sources of trending news, events and opinion in the current age is micro blogging. Twitter, being one of them, is extensively used to mine data about public responses and event updates. This paper intends to propose methods…

社会与信息网络 · 计算机科学 2015-06-22 Rishabh Jain , Abhishek B. S. , Satvik Jagannath