This paper presents a multiple criteria decision aiding approach in order to build a ranking on a set of alternatives. The partial evaluations of the alternatives on the points of view can be fuzzy numbers. The aggregation is performed through the use of a fuzzy extension of the Choquet integral. We detail how to assess the parameters of the aggregator by using alternatives which are well-known to the decision maker, and which originate from his domain of expertise