Model-based bias correction for short AR(1) and AR(2) processes

Sigrunn H. Sørbye, Pedro G. Nicolau, Håvard Rue

The class of autoregressive (AR) processes is extensively used to model temporal dependence in observed time series. Such models are easily available and routinely fitted using fre…