Spectral Flow Learning Theory: Finite-Sample Guarantees for Vector-Field Identification

Chi Ho Leung, Philip E. Paré

We study the identification of continuous-time vector fields from irregularly sampled trajectories. We introduce spectral flow learning, which learns in a windowed flow space using…