Causal spatially heterogeneous Bayesian networks with GPs and normalizing flows for seismic multi-hazard estimation

Abstract Post-earthquake hazard and impact estimation are critical for effective disaster response, yet current approaches face significant limitations. Traditional models employ fixed parameters regardless of geographical context, misrepresenting how seismic effects vary across diverse landscapes,...

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Bibliographic Details
Main Authors: Xuechun Li, Shan Gao, Runyu Gao, Susu Xu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:npj Natural Hazards
Online Access:https://doi.org/10.1038/s44304-025-00098-z
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