A weight-based approach to the measurement of the interaction among criteria in the framework of aggregation by the bipolar Choquet integral

A weight-based approach to the measurement of the interaction among criteria in the framework of aggregation by the bipolar Choquet integral

0.00 Avg rating0 Votes
Article ID: iaor2009565
Country: Netherlands
Volume: 179
Issue: 2
Start Page Number: 498
End Page Number: 517
Publication Date: Jun 2007
Journal: European Journal of Operational Research
Authors:
Abstract:

In the context of aggregation, the Choquet integral arises as a natural generalization of the weighted arithmetic mean. In their seminal work on bi-capacities, Grabisch and Labreuche have recently proposed an extension of the Choquet integral adapted to the situation where the values to be aggregated lie on a bipolar scale. In such a framework, they have derived generalizations of the Shapley value and of the Shapley interaction index that can be used to apprehend the main behavioral characteristics of the aggregation. Founding our approach on the intuitive notion of weight of a criterion, we propose alternative definitions of importance and interaction indices that may be more easily interpretable and we study their properties.

Reviews

Required fields are marked *. Your email address will not be published.