Extending the Macsum Aggregation to Interval-Valued Inputs
Résumé
Due to a lack of information or access to the data, or simply due to the imprecise nature of the data, there are cases where a function that maps interval-valued inputs is more appropriate to model a system. With the concern to keep the advantageous properties of the Choquet integral, we propose here a model that maps interval-valued inputs onto interval-valued outputs whose upper and lower bounds are Choquet integrals with respect to a parametric set function. This model is an extension to interval-valued inputs of the macsum aggregation proposed in [16]. In this article, we show that this extension can be easily computed thanks to some properties of the macsum parametric set function.
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