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Inferring Robust Decision Models in Multicriteria Classification Problems: An Experimental Analysis

Doumpos, M., Zopounidis, C., and Galariotis E.C. (2014) "Inferring robust decision models in multicriteria classification problems: An experimental analysis", European Journal of Operational Research, 236, pp. 601-611

Posted: 21 Jan 2016

See all articles by Michael Doumpos

Michael Doumpos

Technical University of Crete (TUC) - Department of Production Engineering and Management

C. Zopounidis

Technical University of Crete (TUC) - Department of Production Engineering and Management

Emilios C. Galariotis

School of Production Engineering and Management

Date Written: July 16, 2014

Abstract

Recent research on robust decision aiding has focused on identifying a range of recommendations from preferential information and the selection of representative models compatible with preferential constraints.This study presents an experimental analysis on the relationship between the results of a single decision model (additive value function) and the ones from the full set of compatible models in classification problems. Different optimization formulations for selecting a representative model are tested on artificially generated data sets with varying characteristics.

Keywords: Multiple criteria analysis, Robustness, Disaggregation, Analysis Monte Carlo simulation

Suggested Citation

Doumpos, Michael and Zopounidis, Constantin and Galariotis, Emilios C., Inferring Robust Decision Models in Multicriteria Classification Problems: An Experimental Analysis (July 16, 2014). Doumpos, M., Zopounidis, C., and Galariotis E.C. (2014) "Inferring robust decision models in multicriteria classification problems: An experimental analysis", European Journal of Operational Research, 236, pp. 601-611, Available at SSRN: https://ssrn.com/abstract=2718816

Michael Doumpos (Contact Author)

Technical University of Crete (TUC) - Department of Production Engineering and Management ( email )

University Campus
Chania
Crete, 73100
Greece
+30 28210 37318 (Phone)
+30 28210 69410 (Fax)

Constantin Zopounidis

Technical University of Crete (TUC) - Department of Production Engineering and Management ( email )

University Campus
Chania
Crete, 73100
Greece
+30 28210 37236 (Phone)
+30 28210 69410, 37236 (Fax)

Emilios C. Galariotis

School of Production Engineering and Management ( email )

Technical Uiversity of Crete, Fin. Eng. Laboratory
University Campus
Chania, 73100
Greece
00302821037239 (Phone)

HOME PAGE: http://https://www.fel.tuc.gr

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