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CrisICSum: Interpretable Classification and Summarization Platform for Crisis Events from Microblogs

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

Abstract

Microblogging platforms such as Twitter, receive massive messages during crisis events. Real-time insights are crucial for emergency response. Hence, there is a need to develop faithful tools for efficiently digesting information. In this paper, we present CrisICSum, a platform for classification and summarization of crisis events. The objective of CrisICSum is to classify user posts during disaster events into different humanitarian classes (i.e., damage, affected people, etc.) and generate summaries of class-level messages. Unlike existing systems, CrisICSum employs an interpretable by design backend classifier. It can generate explanations for output decisions. Besides, the platform allows user feedback on both classification and summarization phases. CrisICSum is designed and run as an easily integrated web application. Backend models are interchangeable. The system can assist users and human organizations in improving response efforts during disaster situations. CrisICSum is available at https://crisicsum.l3s.uni-hannover.de

OriginalspracheEnglisch
Titel des SammelwerksCIKM 2022
UntertitelProceedings of the 31st ACM International Conference on Information and Knowledge Management
Herausgeber (Verlag)Association for Computing Machinery (ACM)
Seiten4941-4945
Seitenumfang5
ISBN (elektronisch)9781450392365
DOIs
PublikationsstatusVeröffentlicht - 17 Okt. 2022
Veranstaltung31st ACM International Conference on Information and Knowledge Management, CIKM 2022 - Atlanta, USA / Vereinigte Staaten
Dauer: 17 Okt. 202221 Okt. 2022

Publikationsreihe

NameInternational Conference on Information and Knowledge Management, Proceedings
ISSN (Print)2155-0751

Konferenz

Konferenz31st ACM International Conference on Information and Knowledge Management, CIKM 2022
Land/GebietUSA / Vereinigte Staaten
OrtAtlanta
Zeitraum17 Okt. 202221 Okt. 2022

ASJC Scopus Sachgebiete

  • Allgemeine Unternehmensführung und Buchhaltung
  • Allgemeine Entscheidungswissenschaften

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