Antonios Mamalakis

Threshold detection for the generalized Pareto distribution: Review of representative methods and application to the NOAA NCDC daily rainfall database

Andreas Langousis, Antonios Mamalakis, Michelangelo Puliga et al. · Water Resources Research · 2016 · 137 citations · Full text

Hydrometeorology, Meteorology, Generalized Pareto Distribution +14

Neural network attribution methods for problems in geoscience: A novel synthetic benchmark dataset

Antonios Mamalakis, Imme Ebert‐Uphoff, Elizabeth A. Barnes · Environmental Data Science · 2022 · 97 citations · Full text

Investigating the Fidelity of Explainable Artificial Intelligence Methods for Applications of Convolutional Neural Networks in Geoscience

Antonios Mamalakis, Elizabeth A. Barnes, Imme Ebert‐Uphoff · Artificial Intelligence for the Earth Systems · 2022 · 83 citations · Full text

Artificial intelligence for climate prediction of extremes: State of the art, challenges, and future perspectives

Stefano Materia, Lluís Palma García, Chiem van Straaten et al. · Wiley Interdisciplinary Reviews Climate Change · 2024 · 71 citations · Full text

Artificial Intelligence, Hydrological Prediction, Future Perspectives +26

A parametric approach for simultaneous bias correction and high‐resolution downscaling of climate model rainfall

Antonios Mamalakis, Andreas Langousis, Roberto Deidda et al. · Water Resources Research · 2017 · 70 citations · Full text

Engineering, Weather Forecasting, Climate Modeling +21