Validating Explainer Methods: A Functionally Grounded Approach for Numerical Forecasting
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Forecasting"
DOI: 10.1002/for.70060
Abstract: Forecasting systems have a long tradition in providing outputs accompanied by explanations. While the vast majority of such explanations relies on inherently interpretable linear statistical models, research has put forth eXplainable Artificial Intelligence (XAI) methods… read more here.
Keywords: numerical forecasting; explainer methods; research; methods functionally ... See more keywords
A transformer-based method for correcting significant wave height numerical forecasting errors
Sign Up to like & getrecommendations! Published in 2024 at "Frontiers in Marine Science"
DOI: 10.3389/fmars.2024.1374902
Abstract: Accurate significant wave height (SWH) forecasting is essential for various marine activities. While traditional numerical and mathematical-statistical methods have made progress, there is still room for improvement. This study introduces a novel transformer-based approach called… read more here.
Keywords: numerical forecasting; forecasting errors; forecasting; significant wave ... See more keywords