Abstract
A binary relation R does not always possess the desirable property of transitivity. Consequently, this needs to be imposed artificially by deviating as little as possible from R. In this paper, three approaches to transitive approximation are analyzed within a common distance-based framework: exterior (transitive closure), interior (openings or maximal transitive sub-relations contained in R) and mixed (transitive fittings) approximation. Additionally, we propose a method for obtaining all these transitive approximations. The method is based on a distance function optimization framework that leads to straightforward goal programming models.
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References
Bandler, W., & Kohout, L. (1988). Special properties, closures and interiors of crisp and fuzzy relations. Fuzzy Sets and Systems, 26, 317–331.
Charnes, A., & Cooper, W. W. (1977). Goal programming and multiple objective optimisation: Part 1. European Journal of Operational Research, 1, 39–54.
De Baets, B., & De Meyer, H. (2003). Transitive approximation of fuzzy relations by alternating closures and openings. Soft Computing, 7, 210–219.
Fodor, J. C., & Roubens, M. (1995). Structure of transitive valued binary relation. Mathematical Social Science, 30, 71–94.
González-Pachón, J., & Ríos-Insua, S. (1999). Mixture of maximal quasi orders: a new approach to preference modelling. Theory and Decision, 47, 73–88.
González-Pachón, J., & Romero, C. (1999). Distance-based consensus methods: a goal programming approach. OMEGA, 27, 341–347.
Roberts, F. S. (1979). Measurement theory. Reading: Addison Wesley.
Romero, C. (1991). Handbook of critical issues in goal programming. Oxford: Pergamon Press.
Roubens, M., & Vincke, Ph. (1985). Preference modelling. Berlin: Springer.
Roy, B. (1996). Multicriteria methodology for decision aiding. Dordrecht: Kluwer Academic.
Sen, A. K. (1970). Collective choice and social welfare. San Francisco: Holden-Day.
Tsoukias, A. (2003). From decision theory to decision aiding methodology (DIMACS Technical Report, 2003-21) (http://www.lamsade.dauphine.fr/~tsoukias/recent.htm).
Zadeh, L. (1971). Similarity relations and fuzzy ordering. Information Science, 3, 177–200.
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González-Pachón, J., Romero, C. A method for obtaining transitive approximations of a binary relation. Ann Oper Res 163, 197–208 (2008). https://doi.org/10.1007/s10479-008-0324-3
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DOI: https://doi.org/10.1007/s10479-008-0324-3