k-intolerant capacities and Choquet integrals

k-intolerant capacities and Choquet integrals

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Article ID: iaor20084639
Country: Netherlands
Volume: 177
Issue: 3
Start Page Number: 1453
End Page Number: 1468
Publication Date: Mar 2007
Journal: European Journal of Operational Research
Authors:
Abstract:

We define an aggregation function to be (at most) k-intolerant if it is bounded from above by its kth lowest input value. Applying this definition to the discrete Choquet integral and its underlying capacity, we introduce the concept of k-intolerant capacities which, when varying k from 1 to n, cover all the possible capacities on n objects. Just as the concepts of k-additive capacities and p-symmetric capacities have been previously introduced essentially to overcome the problem of computational complexity of capacities, k-intolerant capacities are proposed here for the same purpose but also for dealing with intolerant or tolerant behaviors of aggregation. We also introduce axiomatically indices to appraise the extent to which a given capacity is k-intolerant and we apply them on a particular recruiting problem.

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