Vignesh Sella

Multifidelity linear regression for scientific machine learning from scarce data

2024 · Foundations of Data Science

Machine learning (ML) methods, which fit data to the parameters of a given parameterized model class, have garnered significant interest as potential methods for learning surrogate models for complex engineering systems where traditional simulation is …