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Sonia Asilo

Philippine Rice Research Institute

Maligaya

Science City of Munoz

Nueva Ecija, 3119

Philippines

  • Philippine Rice Research Institute

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Predicting Rice Loss From Tropical cyclones using machine learning to support anticipatory action in the Philippines

Number of pages: 30 Posted: 19 May 2026
Ilya Gorbunov, Marieke van Brussel, Sonia Asilo, Aklilu Teklasadik, Damien Riquet, Eduardo Jimmy Pua Quilang and Marc van den Homberg
University of Twente, affiliation not provided to SSRN, Philippine Rice Research Institute, affiliation not provided to SSRN, Food and Agriculture Organization of the United Nations, Philippine Rice Research Institute and University of Twente
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Abstract:

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Anticipatory action, Disaster management, tropical cyclone, Machine learning, Random Forest, XGBoost