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cs.LG2025
Advancing climate model interpretability: Feature attribution for Arctic melt anomalies
Tolulope Ale, Nicole-Jeanne Schlegel, Vandana P. Janeja
The focus of our work is improving the interpretability of anomalies in climate models and advancing our understanding of Arctic melt dynamics. The Arctic and Antarctic ice sheets…
cs.LG2024
Harnessing Feature Clustering For Enhanced Anomaly Detection With Variational Autoencoder And Dynamic Threshold
Tolulope Ale, Nicole-Jeanne Schlegel, Vandana P. Janeja
We introduce an anomaly detection method for multivariate time series data with the aim of identifying critical periods and features influencing extreme climate events like snowmel…