Bayesian inferences for several autoregressive processes

Several first-order autoregressive processes are studied using Bayesian analysis principles. These autoregressive processes are the same, except perhaps for the level of the process. A test is developed to detect possible level differences by using the mean value functions of these first-order autoregressive processes. To illustrate the test results, a numerical study is conducted using two time series groups.