A method for the detection of changes in the behaviour of a locally stationary sequence is presented. A change can occur either as an abrupt jump in mean value or as a change in the spectral density function. The detection of changes is based on the Bayes approach. The suggested method is compared with a classical method based on maximal likelihood ratio and is presented by several numerical simulations.
62C10, 62M10