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Multi-faceted Classification for the Identification of Informative Communications during Crises: Case of COVID-19

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成果类型:
会议论文
作者:
Xie, Zhuoli*;Jayanth, Ajay;Yadav, Kapil;Ye, Guanghui;Hong, Lingzi
通讯作者:
Xie, Zhuoli
作者机构:
[Xie, Zhuoli; Jayanth, Ajay; Yadav, Kapil] Univ North Texas, TAMS, Denton, TX 76203 USA.
[Ye, Guanghui] Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China.
[Hong, Lingzi] Univ North Texas, Coll Informat, Denton, TX 76203 USA.
通讯机构:
[Xie, Zhuoli] U
Univ North Texas, TAMS, Denton, TX 76203 USA.
语种:
英文
关键词:
Crisis;Social Media;COVID-19;Informative Communication;Machine Learning
期刊:
Proceedings - IEEE Computer Society's International Computer Software and Applications Conference
ISSN:
0730-3157
年:
2021
页码:
924-933
会议名称:
45th Annual International IEEE-Computer-Society Computers, Software, and Applications Conference (COMPSAC)
会议论文集名称:
Proceedings International Computer Software and Applications Conference
会议时间:
JUL 12-16, 2021
会议地点:
ELECTR NETWORK
会议主办单位:
[Xie, Zhuoli;Jayanth, Ajay;Yadav, Kapil] Univ North Texas, TAMS, Denton, TX 76203 USA.^[Ye, Guanghui] Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China.^[Hong, Lingzi] Univ North Texas, Coll Informat, Denton, TX 76203 USA.
会议赞助商:
IEEE, IEEE Comp Soc
主编:
Chan, WK Claycomb, B Takakura, H Yang, JJ Teranishi, Y Towey, D Segura, S Shahriar, H Reisman, S Ahamed, SI
出版地:
10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA
出版者:
IEEE COMPUTER SOC
ISBN:
978-1-6654-2463-9
机构署名:
本校为其他机构
院系归属:
信息管理学院
摘要:
Social media data are used to enhance crisis management, as people widely adopt social media to share and acquire information to cope with uncertainties in crises. Identification and extraction of informative communications out of large volumes of data is critical for accurate situational awareness and timely response. Existing studies use conditions of geolocations, keywords, and topics separately or jointly to retrieve data that can be crisis related, but are not enough to filter subsets of data for different crisis management tasks. We propose that the crisis communication purposes of users...

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