Outlier detection tests based on martingale estimating equations for stochastic processes

An outlier detection test related to a robustified score test is proposed and compared with the sign test and other test based on functions of estimated residuals. Examples of an autoregressive process and a regression model with autoregressive errors are presented to illustrate the techniques.