Abstract: At present, outlier mining attach great importance on time series fields. In this paper, based on ARMA models with AO outlier,first introduce likelihood ratio mining methods, then in the view of Bayesian, we propose Gibbs sampling methods to mine outlier and the simulation is done in computer to compare the mining validity.