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Antonios Mamalakis
ORCID
Publication Activity (10 Years)
Years Active: 2020-2022
Publications (10 Years): 5
Top Topics
Artificial Intelligence
Principal Component Analysis
Neural Network
Machine Learning Methods
Top Venues
CoRR
xxAI@ICML
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Publications
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Antonios Mamalakis
,
Elizabeth A. Barnes
,
Imme Ebert-Uphoff
Investigating the fidelity of explainable artificial intelligence methods for applications of convolutional neural networks in geoscience.
CoRR
(2022)
Antonios Mamalakis
,
Elizabeth A. Barnes
,
Imme Ebert-Uphoff
Carefully choose the baseline: Lessons learned from applying XAI attribution methods for regression tasks in geoscience.
CoRR
(2022)
Antonios Mamalakis
,
Imme Ebert-Uphoff
,
Elizabeth A. Barnes
Neural Network Attribution Methods for Problems in Geoscience: A Novel Synthetic Benchmark Dataset.
CoRR
(2021)
Clément Guilloteau
,
Antonios Mamalakis
,
Lawrence Vulis
,
Tryphon T. Georgiou
,
Efi Foufoula-Georgiou
Rotated spectral principal component analysis (rsPCA) for identifying dynamical modes of variability in climate systems.
CoRR
(2020)
Antonios Mamalakis
,
Imme Ebert-Uphoff
,
Elizabeth A. Barnes
Explainable Artificial Intelligence in Meteorology and Climate Science: Model Fine-Tuning, Calibrating Trust and Learning New Science.
xxAI@ICML
(2020)