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Author (up) Valerio Lorini; Carlos Castillo; Francesco Dottori; Milan Kalas; Domenico Nappo; Peter Salamon pdf 
  Title Integrating Social Media into a Pan-European Flood Awareness System: A Multilingual Approach Type Conference Article
  Year 2019 Publication Proceedings of the 16th International Conference on Information Systems for Crisis Response And Management Abbreviated Journal Iscram 2019  
  Volume Issue Pages 646-659  
  Keywords Social Media; Disaster Risk Management; Flood Risk  
  Abstract This paper describes a prototype system that integrates social media analysis into the European Flood Awareness System (EFAS). This integration allows the collection of social media data to be automatically triggered by flood risk warnings determined by a hydro-meteorological model. Then, we adopt a multi-lingual approach to find flood-related messages by employing two state-of-the-art methodologies: language-agnostic word embeddings and language-aligned word embeddings. Both approaches can be used to bootstrap a classifier of social media messages for a new language with little or no labeled data. Finally, we describe a method for selecting relevant and representative messages and displaying them back in the interface of EFAS.  
  Address (1) European Commission, Joint Research Centre (JRC), Ispra, Italy; (2) Universitat Pompeu Fabra, Barcelona, Spain; (3) KAJO, Slovakia  
  Corporate Author Thesis  
  Publisher Iscram Place of Publication Valencia, Spain Editor Franco, Z.; González, J.J.; Canós, J.H.  
  Language English Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title  
  Series Volume Series Issue Edition  
  ISSN 2411-3387 ISBN 978-84-09-10498-7 Medium  
  Track T8- Social Media in Crises and Conflicts Expedition Conference 16th International Conference on Information Systems for Crisis Response and Management (ISCRAM 2019)  
  Notes valerio.lorini@ec.europa.eu; chato@acm.org; francesco.dottori@ec.europa.eu; milan.kalas@kajoservices.com; domenico.nappo@gmail.com; peter.salamon@ec.europa.eu Approved no  
  Call Number Serial 1750  
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