How Fast Do Signatures Learn? Statistical Theory and Applications for Path Regression

Blanka Horvath, Wen Su, Wu Su +2

Many prediction and decision-making problems in operations research involve path-valued covariates -- data that evolve over time -- for which path signatures have become a canonica…