Scalable variational learning for noisy-OR Bayesian networks with normalizing flows for complex cascading disaster systems

Abstract Sudden-onset disasters like earthquakes trigger multiple cascading hazards and impacts, causing human and economic losses. While remote sensing technologies enable rapid hazard assessment, current methods have two key limitations: they struggle to decouple co-located hazards and impacts, an...

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Bibliographic Details
Main Authors: Xuechun Li, Susu Xu
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:npj Natural Hazards
Online Access:https://doi.org/10.1038/s44304-025-00080-9
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