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Carefully Choose the Baseline: Lessons Learned from Applying XAI Attribution Methods for Regression Tasks in Geoscience
Publisher: American Meteorological Society
Rotated spectral principal component analysis (rsPCA) for identifying dynamical modes of variability in climate systems
Publisher: American Meteorological Society
Abstract: Spectral PCA (sPCA), in contrast to classical PCA, offers the advantage of identifying organized spatio-temporal patterns within specific frequency bands and extracting dynamical modes. However, the unavoidable tradeoff ...
Carefully Choose the Baseline: Lessons Learned from Applying XAI Attribution Methods for Regression Tasks in Geoscience
Publisher: American Meteorological Society
Graph-guided regularized regression of Pacific Ocean climate variables to increase predictive skill of southwestern US winter precipitation
Publisher: American Meteorological Society
Abstract: Understanding the physical drivers of seasonal hydroclimatic variability and improving predictive skill remains a challenge with important socioeconomic and environmental implications for many regions around the world. ...
Trustworthy Artificial Intelligence for Environmental Sciences: An Innovative Approach for Summer School
Publisher: American Meteorological Society
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