William Trehern

Physics-constrained Automatic Feature Engineering for Predictive Modeling in Materials Science

Automatic Feature Engineering (AFE) aims to extract useful knowledge for interpretable predictions given data for the machine learning tasks. Here, we develop AFE to extract dependency relationships that can be interpreted with functional formulas to discover physics meaning or new hypotheses for th…