Finite sample performance of linear least squares estimators under sub-Gaussian martingale difference noise

Michael Krikheli, Amir Leshem

Linear Least Squares is a very well known technique for parameter estimation, which is used even when sub-optimal, because of its very low computational requirements and the fact t…