Supporting Crisis Management via Sub-Event Detection in Social Networks

被引:7
|
作者
Pohl, Daniela [1 ]
Bouchachia, Abdelhamid [1 ]
Hellwagner, Hermann [1 ]
机构
[1] Klagenfurt Univ, Inst Informat Technol, Klagenfurt, Austria
关键词
Information Retrieval; Clustering; Sub-Event Detection; Crisis Management;
D O I
10.1109/WETICE.2012.58
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Social networks give the opportunity to gather and share knowledge about a situation of relevance. This so called user-generated content is getting increasingly important during crisis management. It facilitates the collaboration with citizens or parties involved from the very beginning of the crisis. The information captured in form of images, text or videos is a valuable source of identifying sub-events of a crisis. In this study, we use metadata of images and videos collected from Flickr and YouTube to extract sub-events in crisis situations. We investigate the suitability of clustering techniques to detect sub-events. In particular two algorithms are evaluated on several data sets related to crisis situations. The results show the high potential of the approach proposed.
引用
收藏
页码:373 / 378
页数:6
相关论文
共 50 条
  • [31] Addressing the Privacy Management Crisis in Online Social Networks
    Gummadi, Krishna P.
    PROCEEDINGS OF THE 22ND INTERNATIONAL CONFERENCE ON WORLD WIDE WEB (WWW'13 COMPANION), 2013, : 841 - 841
  • [32] Incremental Event Detection via Knowledge Consolidation Networks
    Cao, Pengfei
    Chen, Yubo
    Zhao, Jun
    Wang, Taifeng
    PROCEEDINGS OF THE 2020 CONFERENCE ON EMPIRICAL METHODS IN NATURAL LANGUAGE PROCESSING (EMNLP), 2020, : 707 - 717
  • [33] Applying Social Event Data for the Management of Cellular Networks
    Fortes, Sergio
    Palacios, David
    Serrano, Inmaculada
    Barco, Raquel
    IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (11) : 36 - 43
  • [34] Robust Social Event Detection via Deep Clustering
    Zhang, Jiaofu
    Liu, Lianzhong
    Huang, Zihang
    Han, Lihua
    Wang, Shuhai
    Xu, Tongge
    Zhang, Jingyi
    Li, Yangyang
    Liu, Yifeng
    Bhuiyan, Md Zakirul Alam
    19TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2021), 2021, : 814 - 819
  • [35] Latent Event-related Burst Detection in Social Networks
    Jie F.
    Xie F.
    Li L.
    Wu X.-D.
    Zidonghua Xuebao/Acta Automatica Sinica, 2018, 44 (04): : 730 - 742
  • [36] Social influence based community detection in event-based social networks
    Li, Xiao
    Sun, Chenna
    Zia, Muhammad Azam
    INFORMATION PROCESSING & MANAGEMENT, 2020, 57 (06)
  • [37] Communication and Health: The management of the Ebola Crisis Through Social Networks
    Guzman do Nascimento, Beatriz
    REVISTA ESPANOLA DE COMUNICACION EN SALUD, 2018, 9 (02): : 196 - 202
  • [38] Social networks and artificial intelligence in the management of the tax system in times of social crisis
    Pica, Luis Manuel
    RED-REVISTA ELECTRONICA DE DIREITO, 2023, 32 (03): : 240 - 262
  • [39] Sound Event Detection via Conformer Recurrent Neural Networks
    Gao, Fangqing
    Li, Xin
    Wei, Xiukun
    2023 35TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2023, : 4749 - 4754
  • [40] Social Media in Crisis Events Open Networks and Collaboration supporting Disaster Response and Recovery
    Akhgar, Babak
    Fortune, Dave
    Hayes, Richard E.
    Guerra, Barbara
    Manso, Marco
    2013 IEEE INTERNATIONAL CONFERENCE ON TECHNOLOGIES FOR HOMELAND SECURITY (HST), 2013, : 760 - 765