This repository contains Python implementations (est.py
and spd.py
) of the multifidelity covariance estimators in Maurais et al. 2023. main.py
can be used to replicate the results of example 4.1 in that same paper.
Citation: A. Maurais, T. Alsup, B. Peherstorfer, and Y. Marzouk. Multi-fidelity covariance estimation in the log-Euclidean geometry. In International Conference on Machine Learning. PMLR, 2023 (Forthcoming).