Rodrigo A. González

Finite Sample Deviation and Variance Bounds for First Order Autoregressive Processes

In this paper, we study finite-sample properties of the least squares estimator in first order autoregressive processes. By leveraging a result from decoupling theory, we derive upper bounds on the probability that the estimate deviates by at least a positive ε from its true value. Our results consi…