A multiple criteria nominal classification method based on the concepts of similarity and dissimilarity.

•Decision aiding method for nominal classification problems.•Method based on the concepts of similarity and dissimilarity.•Modeling likeness between two actions.•Possibility of taking into account interactions between criteria.•Characterization of the categories through a set of several reference actions.