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On the development of an outranking relation for ordinal classification problems: An experimental investigation of a new methodology

Zopounidis Konstantinos, Doumpos, Michael

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URIhttp://purl.tuc.gr/dl/dias/D1F41B87-A68B-447B-977C-3286BD477CF5-
Αναγνωριστικόhttps://doi.org/10.1080/1055678021000012471-
Γλώσσαen-
Μέγεθος25 pagesen
Τίτλος On the development of an outranking relation for ordinal classification problems: An experimental investigation of a new methodologyen
ΔημιουργόςZopounidis Konstantinosen
ΔημιουργόςΖοπουνιδης Κωνσταντινοςel
ΔημιουργόςDoumpos, Michaelen
ΕκδότηςTaylor & Francisen
ΠερίληψηClassification problems involve the assignment of a discrete set of alternatives described over some criteria into predefined groups. This paper is focused on the case where the groups are defined in an ordinal way. The methodology proposed in the paper is based on the multicriteria decision aid (MCDA) approach and the outranking relations theory. A new approach is presented to determine the parameters of an outranking relation classification model using a training sample of alternatives. The proposed methodology is extensively validated in terms of its classification performance through a comprehensive Monte Carlo simulation. The results of the methodology are compared to linear, quadratic and logit analysis.en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-10-27-
Ημερομηνία Δημοσίευσης2002-
Βιβλιογραφική ΑναφοράM. Doumpos, C. Zopounidis ," On the development of an outranking relation for ordinal classification problems: An experimental investigation of a new methodology," Optim. Methods and Soft., vol. 17, no. 2,pp. 293-317, 2002.doi:10.1080/1055678021000012471en

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