Multi-fidelity classification using Gaussian processes: accelerating the prediction of large-scale computational models

Francisco Sahli Costabal, Paris Perdikaris, Ellen Kuhl +1

Machine learning techniques typically rely on large datasets to create accurate classifiers. However, there are situations when data is scarce and expensive to acquire. This is the…