A change point problem occurs in many statistical applications. If there
exist change points in a model, it is harmful to make a statistical analysis
without any consideration of the existence of the change points and the results
derived from such an analysis may be misleading. There are rich literatures on
change point detection. Although many methods have been proposed for detecting
multiple change points, using these methods to find multiple change points in a
large sample seems not feasible.