A predictive assessment of households' risk against disasters caused by cold waves using machine learning

Categorization · Environmental health · Logistic regression · Machine learning · Naive Bayes classifier · Poison control · Random forest · Support vector machine · Computer Science · Disaster Management and Resilience · Flood Risk Assessment and Management · Infrastructure Resilience and Vulnerability Analysis · Artificial Intelligence

• Combining machine learning (ML) and participatory rural appraisal (PRA) for disaster risk preparedness (DRP)

  Open Access•Emmanuel A Onsay, Jomar F Rabajante•International Journal of Disaster…•2024

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• Identifying final demand points for aid in the aftermath of sudden-onset climate-related disasters in Peru

  Open Access•Renato Quiliche, Paula Medina Maçaira et al.•International Journal of Disaster…•2025

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• Regularization and Variable Selection Via the Elastic Net

  Open Access•Hui Zou, Trevor Hastie•Journal of the Royal Statistical…•2005

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• The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

  Open Access•Davide Chicco, Giuseppe Jurman•BMC Genomics•2020

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• Evaluating the application of K-mean clustering in Earthquake vulnerability mapping of Istanbul, Turkey

  Open Access•Mahyat Shafapourtehrany, Peyman Yariyan et al.•International Journal of Disaster…•2022

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• Quantitative Risk Assessment of Coastal Erosion in the Caribbean Region

  Deborah Villarroel-Lamb•Natural Hazards Review•2020

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• Quantifying the Role of Vulnerability in Hurricane Damage via a Machine Learning Case Study

  Open Access•Laura Szczyrba, Yang Zhang et al.•Natural Hazards Review•2021

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• Using Social Media for Economic Disaster Evaluation

  Daniel Eckhardt, Adriana Leiras et al.•Natural Hazards Review•2022

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• Disaster Risk Management in the Republic of Korea

  Open Access•Yong-kyun Kim, Hong-Gyoo Sohn et al.•Disaster Risk Management in the…•2018

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• The Sendai Framework for Disaster Risk Reduction

  Open Access•Amina Aitsi-Selmi, Shinichi Egawa et al.•International Journal of Disaster…•2015

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• Stop going around in circles

  Open Access•Lee Bosher, Ksenia Chmutina et al.•Disaster Prevention and…•2021

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• Employing social vulnerability index to assess household social vulnerability of natural hazards

  Open Access•Anjum Tasnuva, Md Riad Hossain et al.•Environment Development and…•2021

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