Hyuk Park

Robust System Identification: Finite-sample Guarantees and Connection to Regularization

We consider the problem of learning nonlinear dynamical systems from a single sample trajectory. While the least squares estimate (LSE) is commonly used for this task, it suffers from poor identification errors when the sample size is small or the model fails to capture the system's true dynamics. T…