Data segmentation a.k.a. multiple change point analysis has received considerable attention due to its importance in time series and signal processing, with applications a variety of fields including natural social sciences, medicine, engineering finance. The first part reviews the existing literature on canonical data problem which aims at detecting localising points mean univariate series. An...