3 papers
cs.CE2025
Kernel manifolds: nonlinear-augmentation dimensionality reduction using reproducing kernel Hilbert spaces
Alejandro N. Diaz, Jacob T. Needels, Irina K. Tezaur +1
This paper generalizes recent advances on quadratic manifold (QM) dimensionality reduction by developing kernel methods-based nonlinear-augmentation dimensionality reduction. QMs,…
cs.LG2024
Random Forest Regression Feature Importance for Climate Impact Pathway Detection
Meredith G. L. Brown, Matt Peterson, Irina Tezaur +2
Disturbances to the climate system, both natural and anthropogenic, have far reaching impacts that are not always easy to identify or quantify using traditional climate science ana…
cs.LG2024
Spatio-temporal Multivariate Cluster Evolution Analysis for Detecting and Tracking Climate Impacts
Warren L. Davis, Max Carlson, Irina Tezaur +3
Recent years have seen a growing concern about climate change and its impacts. While Earth System Models (ESMs) can be invaluable tools for studying the impacts of climate change,…