Spatiotemporal Typhoon Damage Assessment: A Multi-Task Learning Method for Location Extraction and Damage Identification from Social Media Texts

Spatiotemporal Typhoon Damage Assessment: A Multi-Task Learning Method for Location Extraction and Damage Identification from Social Media Texts

Typhoons are among the most destructive natural phenomena, posing significant threats to human society. Therefore, accurate damage assessment is crucial for effective disaster management and sustainable development. While social media texts have been widely used for disaster analysis, most current s...

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Bibliographic Details
Main Authors: Liwei Zou, Zhi He, Xianwei Wang, Yutian Liang
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:ISPRS International Journal of Geo-Information
Subjects:
typhoon damage assessment
social media
multi-task learning
location extraction
spatiotemporal analysis
Online Access:https://www.mdpi.com/2220-9964/14/5/189
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