On the Fundamental Limit of the Stochastic Gradient Identification Algorithm Under Non-Persistent Excitation

Senhan Yao, Longxu Zhang

Stochastic gradient (SG) methods are fundamental to system identification and machine learning, enabling online parameter estimation in large-scale and streaming-data settings. As…