2018
Finite Sample Performance of Linear Least Squares Estimators Under Sub-Gaussian Martingale Difference Noise
ICASSP 2018accepted
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 that exact knowledge of the noise statistics is not required. Surprisingly, bounding the probability of large errors with…