At the Junction Between Deep Learning and Statistics of Extremes: Formalizing the Landslide Hazard Definition

• Published in: Journal of geophysical research. Machine learning and computation Vol. 1; no. 3
• Main Authors: Dahal, Ashok, Huser, Raphaël, Lombardo, Luigi
• Format: Journal Article
• Language: English
• Published: 01.09.2024
• Subjects: climate change; deep learning; landslides; modeling; Nepal; statistics of extremes

The most adopted definition of landslide hazard combines spatial information about landslide location (susceptibility), threat (intensity), and frequency (return period). Only the first two elements are usually considered and estimated when working over vast areas. Even then, separate models constit...