Detecting change-points in multivariate settings is usually carried out by analyzing all marginals either independently, via univariate methods, or jointly, through approaches. The former discards any inherent dependencies between different and the latter may suffer from domination/masking among of distinct marginals. As a remedy, we propose an approach which groups with similar temporal behavi...