Measuring diversity. A review and an empirical analysis

•First comparative analysis of diversity models in binary optimization.•Study of geometrical structure of the solutions of each model.•Comparison between dispersion and representativeness in terms of diversity.•Introduction of a new bi-level model to overcome the existing limitations.