Asymptotic Efficiency Analysis of the Recursive Least-Squares Algorithm for ARX Systems Without Projection

Xingrui Liu, Jieming Ke, Yanlong Zhao

This paper investigates the optimality analysis of the recursive least-squares (RLS) algorithm for autoregressive systems with exogenous inputs (ARX systems). A key challenge in an…