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INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS
Volume 23, Issue 2, Pages 128-154Publisher
WILEY
DOI: 10.1002/int.20261
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In the framework of aggregation by the discrete Choquet integral, the unsupervized method for the identification of the underlying capacity initially put forward in Kojadinovic, Eur J Oper Res 2004; 155:741-751 is presented and improvements are proposed. The suggested approach consists in replacing the subjective notion of importance of a subset of attributes by that of information content of a subset of attributes, which can be estimated from the set of profiles by means of an entropy measure. An example of the application of the proposed methodology is given: in the absence of initial preferences, the approach is applied to the evaluation of students. (c) 2008 Wiley Periodicals, Inc.
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