URI | http://purl.tuc.gr/dl/dias/5358EFC6-F5AF-47D5-B0DD-0836A53EE3F9 | - |
Αναγνωριστικό | http://link.springer.com/article/10.1007/s10589-007-9037-9 | - |
Αναγνωριστικό | https://doi.org/10.1007/s10589-007-9037-9 | - |
Γλώσσα | en | - |
Μέγεθος | 20 pages | en |
Τίτλος | Regularized estimation for preference disaggregation in multiple criteria decision making | en |
Δημιουργός | Zopounidis Konstantinos | en |
Δημιουργός | Ζοπουνιδης Κωνσταντινος | el |
Δημιουργός | Michael Doumpos | en |
Δημιουργός | Δουμπος Μιχαλης | el |
Εκδότης | Springer Verlag | en |
Περίληψη | Disaggregation methods have been extensively used in multiple criteria decision making to infer preferential information from reference examples, using linear programming techniques. This paper proposes simple extensions of existing formulations, based on the concept of regularization which has been introduced within the context of the statistical learning theory. The properties of the resulting new formulations are analyzed for both ranking and classification problems and experimental results are presented demonstrating the improved performance of the proposed formulations over the ones traditionally used in preference disaggregation analysis. | en |
Τύπος | Peer-Reviewed Journal Publication | en |
Τύπος | Δημοσίευση σε Περιοδικό με Κριτές | el |
Άδεια Χρήσης | http://creativecommons.org/licenses/by/4.0/ | en |
Ημερομηνία | 2015-11-18 | - |
Ημερομηνία Δημοσίευσης | 2007 | - |
Θεματική Κατηγορία | Multiple criteria decision making | en |
Θεματική Κατηγορία | Preference disaggregation | en |
Θεματική Κατηγορία | Linear programming | en |
Θεματική Κατηγορία | Regularization | en |
Βιβλιογραφική Αναφορά | M. Doumpos and C. Zopounidis, "Regularized estimation for preference disaggregation in multiple criteria decision making," Computat. Optimizat. Applicat., vol. 38, no. 1, pp. 61-80, Sep. 2007. doi:10.1007/s10589-007-9037-9 | en |