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

Giorgos Mamakoukas, Orest Xherija, T. D. Murphey

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 p…