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Bi-oriented graphs and four valued logic for preference modelling

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Abstract

In this paper we show the relations between 4-valued logics (and more precisely the DDT logic) and the use of bi-oriented graphs. Further on we focus on the use of bi-oriented graphs for non conventional preference modelling. More specifically, we show how bi-oriented graphs can be used in order to represent extended preference structures of the type definable using the DDT logic which has been created with the purpose of modelling hesitation in preference statements. We then study how transitive closure can be extended within such extended preference structures.

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Notes

  1. Including some cases of non conventional preference structures, using valued graphs (see Kacprzyk & Roubens 1988; for a general survey see Öztürk et al., 2005)

  2. glb: greatest lower bound, lub: least upper bound.

  3. Note that the remaining 8 cases do not provide a b-path, hence they are not concerned by transitive closure.

  4. Meaning that \({\textbf{T}}S(x,y)\) and \({\textbf{T}}S(y,z)\) implies \({\textbf{T}}S(x,z)\),...

  5. If we interpret this by classical logic, saying that the existence of an arc S(xy) means that the affirmation S(xy) is true and the absence S(xy) is false, then we can say that the transitive closure replace the value false of S(xz) by the value true if S(xy) and S(yz) are true.

  6. \(\forall x,y,z\) \(\lnot S(x,y) \wedge \lnot S(y,z) \implies \lnot S(x,z)\).

References

  • Arieli, O., Cornelis, C., & Deschrijver, G. (2006). Preference modeling by rectangular bilattices. In Proceedings of MDAI 2006, LNAI 3885 (pp 22–33). Springer Verlag

  • Belnap, N. D. (1976). How a computer should think. In Proceedings of the Oxford International Symposium on Contemporary Aspects of Philosophy (pp. 30–56). Oxford

  • Belnap, N. D. (1977). A useful four-valued logic. In G. Epstein & J. Dunn (Eds.), Modern uses of multiple valued logics (pp. 8–37). Dordrecht: D. Reidel.

    Google Scholar 

  • Bessouf, O. (1999). Menger’s theorem in the bidirected graphs. Master’s thesis, Faculty of Science, USTHB, Algiers

  • Bessouf, O., & Khelladi, A. (2018). New concept of connection in bidirected graphs. Journal RAIRO-Operations Research, 52, 351–357.

    Article  Google Scholar 

  • Bessouf, O., Khelladi, A., & Zaslavsky, Th. (2019). Transitive closure and transitive reduction in bidirected graphs. Czechoslovak Mathematical Journal, 69, 295–315.

    Article  Google Scholar 

  • Bouchet, A. (1983). Nowhere-zero integer flows on a bidirected graph. Journal of Combinatorial Theory, Serier B, 34, 279–292.

    Article  Google Scholar 

  • Brans, J. P., Vincke, Ph., & Mareschal, B. (1986). How to select and how to rank projects: the PROMETHEE method. European Journal of Operational Research, 24, 228–238.

    Article  Google Scholar 

  • Doherty, P., Driankov, D., & Tsoukiàs, A. (1992). Partial logics and partial preferences. In Proceedings of the CEMIT 92 International Conference (pp. 525–528)

  • Doherty, P., Driankov, D., & Tsoukiàs, A. (1992). Partiality, para-consistency and preference modelling. Ida research report lith-ida-r-92-18, Linköping University

  • Dubarle, D. (1989). Essai sur la généralisation naturelle de la logique usuelle. Mathématique, Informatique, Sciences Humaines, N\(^{o}\) 107:17–73,

  • Franco de los Ríos, C.A., Tinguaro Rodríguez, J., & Montero, J. (2010). Information measures over intuitionistic four valued fuzzy preferences. In Proceedings of FUZZ-IEEE, 2010 (pp. 1–8)

  • Greco, S., Matarazzo, B., Słowiński, R., & Tsoukiàs, A. (1998). Exploitation of a rough approximation of the outranking relation in multi-criteria choice and ranking. In T. J. Stewart & R. C. van der Honert (Eds.), Trends in Multi-Criteria Decision Making (pp. 45–60). Berlin: Springer.

    Google Scholar 

  • Harary, F. (1953). On the notion of balance of a signed graph. Michigan Mathematical Journal, 2, 143–146.

    Article  Google Scholar 

  • Kacprzyk, J., & Roubens, M. (1998). Non Conventional Preference Relations in Decision Making. Berlin: Springer Verlag.

    Google Scholar 

  • Khelladi, A. (1985). Algebraic Properties of Combinative Structures. PhD thesis, Faculty of Science, USTHB, Algiers

  • Moretti, S., Öztürk, M., & Tsoukiàs, A. (2016). Preference modelling. In M. Ehrgott, S. Greco, & J. Figueira (Eds.), State of the Art in Multiple Criteria Decision Analysis (pp. 43–95). Berlin: Springer Verlag.

    Chapter  Google Scholar 

  • Öztürk, M., Pirlot, M., & Tsoukiàs, A. (2011). Representing preferences using intervals. Artificial Intelligence, 175, 1194–1222.

    Article  Google Scholar 

  • Öztürk, M., & Tsoukiás, A. (2007). Modelling uncertain positive and negative reasons in decision aiding. Decision Support Systems, 43, 1512–1526.

    Article  Google Scholar 

  • Öztürk, M., & Tsoukiás, A. (2008). Bipolar preference modelling and aggregation in Decision Support. International Journal of Intelligent Systems, 23, 970–984.

    Article  Google Scholar 

  • Öztürk, M., & Tsoukiàs, A. (2015). A valued ferrers relation for intervals comparison. Fuzzy Sets and Systems, 266, 47–66.

    Article  Google Scholar 

  • Öztürk, M., Tsoukiàs, A., & Vincke, Ph. (2005). Preference modelling. In M. Ehrgott, S. Greco, & J. Figueira (Eds.), State of the Art in Multiple Criteria Decision Analysis (pp. 27–72). Berlin: Springer Verlag.

    Chapter  Google Scholar 

  • Öztürk, M. (2008). Ordered sets with interval representation and (m, n)-Ferrers relation. Annals of Operations Research, 163, 177–196.

    Article  Google Scholar 

  • Roubens, M., & Vincke, Ph. (1985). Preference Modeling. Berlin: Springer Verlag.

    Book  Google Scholar 

  • Tsoukiàs, A. (2002). A first-order, four valued, weakly paraconsistent logic and its relation to rough sets semantics. Foundations of Computing and Decision Sciences, 12, 85–108.

    Google Scholar 

  • Tsoukiàs, A., Perny, P., & Vincke, Ph. (2002). From concordance/discordance to the modelling of positive and negative reasons in decision aiding. In D. Bouyssou, E. Jacquet-Lagrèze, P. Perny, R. Slowinski, D. Vanderpooten, & Ph. Vincke (Eds.), Aiding Decisions with Multiple Criteria: Essays in Honour of Bernard Roy (pp. 147–174). Dordrecht: Kluwer Academic.

    Chapter  Google Scholar 

  • Tsoukiàs, A., & Vincke, Ph. (1995). A new axiomatic foundation of partial comparability. Theory and Decision, 39, 79–114.

    Article  Google Scholar 

  • Tsoukiàs, A., & Vincke, Ph. (1997). Extended preference structures in MCDA. In J. Climaco (Ed.), Multicriteria Analysis (pp. 37–50). Berlin: Springer Verlag.

    Chapter  Google Scholar 

  • Tsoukiàs, A., & Vincke, Ph. (1998). Double Threshold Orders: A new axiomatization. Journal of Multi-criteria Decision Analysis, 7, 285–301.

    Article  Google Scholar 

  • Turunen, E., Öztürk, M., & Tsoukiàs, A. (2010). Paraconsistent semantics for pavelka style fuzzy sentential logic. Fuzzy Sets and Systems, 161, 1926–1940.

    Article  Google Scholar 

  • Tutte, W. T. (1947). The factorization of linear graphs. Journal of the London Mathematical Society, 1–22, 107–111.

    Article  Google Scholar 

  • Vincke, Ph. (1992). Exploitation of a crisp relation in a ranking problem. Theory and Decision, 32(3), 221–240.

    Article  Google Scholar 

  • Zaslavsky, Th. (1982). Signed Graphs. Discrete Applied Mathematics, 4, 47–74.

    Article  Google Scholar 

  • Zyka, O. (1987). Nowhere-zero 30-flow on bidirected graphs. PhD thesis, Charles University, Praha

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Correspondence to Meltem Öztürk.

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Deceased–Abdelkader Khelladi contributed to this work but passed away before approving the final version of this manuscript.

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Bessouf, O., Khelladi, A., Öztürk, M. et al. Bi-oriented graphs and four valued logic for preference modelling. Ann Oper Res 328, 1239–1262 (2023). https://doi.org/10.1007/s10479-023-05371-w

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