Combining uncertain machine learning predictions and numerical simulation results for the extreme value analysis of cyclone-induced wave heights – Application in Guadeloupe

Author:

Rohmer Jeremy,Filippini Andrea G.,Pedreros Rodrigo

Publisher

Elsevier BV

Subject

Atmospheric Science,Geotechnical Engineering and Engineering Geology,Computer Science (miscellaneous),Oceanography

Reference67 articles.

1. A review of uncertainty quantification in deep learning: techniques, applications and challenges;Abdar;Aktuel. Aspekte Kernfusionsforsch., Informationstag.,2021

2. Semiempirical dissipation source functions for ocean waves. Part I: definition, calibration, and validation;Ardhuin;J. Phys. Oceanogr.,2010

3. Universal prediction distribution for surrogate models;Ben Salem;SIAM/ASA J. Uncertainty Quant.,2017

4. Approximate Bayesian computation with the Wasserstein distance;Bernton;J. R. Stat. Soc. Ser. B Stat. Methodol.,2019

5. Hyperparameter optimization: foundations, algorithms, best practices, and open challenges;Bischl;Wiley Interdiscip. Rev. Data Min. Knowl. Discov.,2023

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