| Zonally contrasting shifts of the tropical rain belt in response to climate change A Mamalakis, JT Randerson, JY Yu, MS Pritchard, G Magnusdottir, ... Nature climate change 11 (2), 143-151, 2021 | 153 | 2021 |
| Threshold detection for the generalized Pareto distribution: Review of representative methods and application to the NOAA NCDC daily rainfall database A Langousis, A Mamalakis, M Puliga, R Deidda Water Resources Research 52 (4), 2659-2681, 2016 | 135 | 2016 |
| Investigating the fidelity of explainable artificial intelligence methods for applications of convolutional neural networks in geoscience A Mamalakis, EA Barnes, I Ebert-Uphoff Artificial Intelligence for the Earth Systems 1 (4), e220012, 2022 | 101 | 2022 |
| Neural network attribution methods for problems in geoscience: A novel synthetic benchmark dataset A Mamalakis, I Ebert-Uphoff, EA Barnes Environmental Data Science 1, e8, 2022 | 87 | 2022 |
| A new interhemispheric teleconnection increases predictability of winter precipitation in southwestern US A Mamalakis, JY Yu, JT Randerson, A AghaKouchak, ... Nature communications 9 (1), 2332, 2018 | 64 | 2018 |
| A parametric approach for simultaneous bias correction and high‐resolution downscaling of climate model rainfall A Mamalakis, A Langousis, R Deidda, M Marrocu Water Resources Research 53 (3), 2149-2170, 2017 | 61 | 2017 |
| Explainable artificial intelligence in meteorology and climate science: Model fine-tuning, calibrating trust and learning new science A Mamalakis, I Ebert-Uphoff, EA Barnes International Workshop on Extending Explainable AI Beyond Deep Models and …, 2020 | 49 | 2020 |
| Assessing the relative effectiveness of statistical downscaling and distribution mapping in reproducing rainfall statistics based on climate model results A Langousis, A Mamalakis, R Deidda, M Marrocu Water Resources Research 52 (1), 471-494, 2016 | 42 | 2016 |
| Carefully choose the baseline: Lessons learned from applying XAI attribution methods for regression tasks in geoscience A Mamalakis, EA Barnes, I Ebert-Uphoff Artificial Intelligence for the Earth Systems 2 (1), e220058, 2023 | 40 | 2023 |
| Underestimated MJO variability in CMIP6 models PVV Le, C Guilloteau, A Mamalakis, E Foufoula‐Georgiou Geophysical research letters 48 (12), e2020GL092244, 2021 | 29 | 2021 |
| Climate-driven changes in the predictability of seasonal precipitation PVV Le, JT Randerson, R Willett, S Wright, P Smyth, C Guilloteau, ... Nature communications 14 (1), 3822, 2023 | 23 | 2023 |
| Graph-guided regularized regression of Pacific Ocean climate variables to increase predictive skill of southwestern US winter precipitation A Stevens, R Willett, A Mamalakis, E Foufoula-Georgiou, A Tejedor, ... Journal of climate 34 (2), 737-754, 2021 | 20 | 2021 |
| A multivariate probabilistic framework for tracking the intertropical convergence zone: Analysis of recent climatology and past trends A Mamalakis, E Foufoula‐Georgiou Geophysical Research Letters 45 (23), 13,080-13,089, 2018 | 19 | 2018 |
| Artificial intelligence for climate prediction of extremes: State of the art, challenges, and future perspectives S Materia, LP García, C van Straaten, S O, A Mamalakis, L Cavicchia, ... Wiley Interdisciplinary Reviews: Climate Change 15 (6), e914, 2024 | 10* | 2024 |
| Reply to: A critical examination of a newly proposed interhemispheric teleconnection to Southwestern US winter precipitation A Mamalakis, JY Yu, JT Randerson, A AghaKouchak, ... Nature communications 10 (1), 2918, 2019 | 10 | 2019 |
| Coauthors, 2021: Zonally contrasting shifts of the tropical rain belt in response to climate change. Nat. Climate Change, 11, 143–151 A Mamalakis | 8 | |
| Rotated spectral principal component analysis (rsPCA) for identifying dynamical modes of variability in climate systems C Guilloteau, A Mamalakis, L Vulis, PVV Le, TT Georgiou, ... Journal of climate 34 (2), 715-736, 2021 | 6 | 2021 |
| Using explainable artificial intelligence to quantify “climate distinguishability” after stratospheric aerosol injection A Mamalakis, EA Barnes, JW Hurrell Geophysical Research Letters 50 (20), e2023GL106137, 2023 | 5 | 2023 |
| Hotspots of predictability: Identifying regions of high precipitation predictability at seasonal timescales from limited time series observations A Mamalakis, A AghaKouchak, JT Randerson, E Foufoula‐Georgiou Water resources research 58 (5), e2021WR031302, 2022 | 3 | 2022 |
| Estimation of seawater retreat timescales in homogeneous and confined coastal aquifers based on dimensional analysis A Mamalakis, V Kaleris Hydrological Sciences Journal 64 (2), 190-209, 2019 | 2 | 2019 |
