PADI-web: An event-based surveillance system for detecting, classifying and processing online news

Valentin Sarah, Arsevska Elena, Mercier Alize, Falala Sylvain, Rabatel Julien, Lancelot Renaud, Roche Mathieu. 2020. PADI-web: An event-based surveillance system for detecting, classifying and processing online news. In : Human language technology. Challenges for computer science and linguistics. Vetulani Zygmunt (ed.), Paroubek Patrick (ed.), Kubis Marek (ed.). Cham : Springer, 87-101. (Lecture Notes in Computer Science, 12598) ISBN 978-3-030-66526-5 Language and Technology Conference. 8, Poznan, Pologne, 17 Novembre 2017/19 Novembre 2017.

Résumé : The Platform for Automated Extraction of Animal Disease Information from the Web (PADI-web) is a multilingual text mining tool for automatic detection, classification, and extraction of disease outbreak information from online news articles. PADI-web currently monitors the Web for nine animal infectious diseases and eight syndromes in five animal hosts. The classification module is based on a supervised machine learning approach to filter the relevant news with an overall accuracy of 0.94. The classification of relevant news between 5 topic categories (confirmed, suspected or unknown outbreak, preparedness and impact) obtained an overall accuracy of 0.75. In the first six months of its implementation (January–June 2016), PADI-web detected 73% of the outbreaks of African swine fever; 20% of foot-and-mouth disease; 13% of bluetongue, and 62% of highly pathogenic avian influenza. The information extraction module of PADI-web obtained F-scores of 0.80 for locations, 0.85 for dates, 0.95 for diseases, 0.95 for hosts, and 0.85 for case numbers. PADI-web allows complementary disease surveillance in the domain of animal health.

Mots-clés libres : Epidemic intelligence, Animal health, Web monitoring, Text mining, Classification, Information extraction

Auteurs et affiliations

• Valentin Sarah, CIRAD-BIOS-UMR ASTRE (FRA) ORCID: 0000-0002-9028-681X
• Arsevska Elena, CIRAD-BIOS-UMR ASTRE (FRA) ORCID: 0000-0002-6693-2316
• Mercier Alize, CIRAD-BIOS-UMR ASTRE (FRA)
• Falala Sylvain, INRA (FRA)
• Rabatel Julien
• Lancelot Renaud, CIRAD-BIOS-UMR ASTRE (FRA)
• Roche Mathieu, CIRAD-ES-UMR TETIS (FRA) ORCID: 0000-0003-3272-8568

Source : Cirad-Agritrop (https://agritrop.cirad.fr/597344/)

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