Error-In-Variables Methods for Efficient System Identification with Finite-Sample Guarantees

Yuyang Zhang, Xinhe Zhang, Jia Liu +1

This paper addresses the problem of learning linear dynamical systems from noisy observations. In this setting, existing algorithms either yield biased parameter estimates or have…