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stat.ML2025★ 4 cited
Generative Machine Learning for Multivariate Angular Simulation
Jakob Benjamin Wessel, Callum J. R. Murphy-Barltrop, Emma S. Simpson
With the recent development of new geometric and angular-radial frameworks for multivariate extremes, reliably simulating from angular variables in moderate-to-high dimensions is o…
stat.ML2024★ 3 cited
Deep learning joint extremes of metocean variables using the SPAR model
Ed Mackay, Callum Murphy-Barltrop, Jordan Richards +1
This paper presents a novel deep learning framework for estimating multivariate joint extremes of metocean variables, based on the Semi-Parametric Angular-Radial (SPAR) model. When…