Non-additive measures and integrals based on them as Choquet, Sugeno and fuzzy z-conorm express aggregation operators in the multicriteria decision making problem. A characterization is given of the preferential independence of attributes. The properties of the aggregation operators represented by the Choquet integral are discussed.