Orest Xherija

Memory-Efficient Learning of Stable Linear Dynamical Systems for Prediction and Control

Learning a stable Linear Dynamical System (LDS) from data involves creating models that both minimize reconstruction error and enforce stability of the learned representation. We propose a novel algorithm for learning stable LDSs. Using a recent characterization of stable matrices, we present an opt…