Abstract
An approach to multicriteria decision-making previously developed by the authors is reviewed. The idea is to choose between alternatives based on an analysis of the pros and the cons, i.e. positive or negative arguments having various strengths.Arguments correspond to criteria or affects of various levels of importance and ranging on a very crude value scale containing only three elements: good, neutral or bad. The basic decision rule in this setting is based on two ideas: focusing on the most important affects, and when comparing the merits of two alternatives considering that an argument against one alternative can be counted as an argument in favour of the other. It relies on a bipolar extension of comparative possibility ordering. Lexicographic refinements of this crude decision rule turn out to be cognitively plausible, and to generalise a well-known choice heuristics. It can also be encoded in Cumulative Prospect Theory. The paper lays bare several lines of future research, especially an alternative to the bicapacity approach to bipolar decision-making, that subsumes both Cumulative Prospect Theory and our qualitative bipolar choice rule. Moreover, an extension of the latter to non-Boolean arguments is outlined.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Amgoud, L., Cayrol, C., Lagasquie-Schiex, M.-C., Livet, P.: On bipolarity in argumentation frameworks. Int. J. of Intelligent Systems 23(10), 1062–1093 (2008)
Amgoud, L., Prade, H.: Using arguments for making and explaining decisions. Artificial Intelligence 173(3-4), 413–436 (2009)
Benferhat, S., Dubois, D., Kaci, S., Prade, H.: Bipolar possibility theory in preference modeling: Representation, fusion and optimal solutions. Information Fusion 7, 135–150 (2006)
Bilbao, J.M., Fernandez, J.R., Jiménez Losada, A., Lebrón, E.: Bicooperative games. In: Bilbao, J.M. (ed.) Cooperative games on combinatorial structures, pp. 23–26. Kluwer Academic Publishers, Dordrecht (2000)
Bonnefon, J.-F., Dubois, D., Fargier, H., Prade, H.: On the qualitative comparison of decisions having positive and negative features. J. Artificial Intelligence Research 32, 385–417 (2008)
Bonnefon, J.F., Dubois, D., Fargier, H., Leblois, S.: Qualitative heuristics for balancing the pros and cons. Theory and Decision 65, 71–85 (2008)
Boutilier, C., Brafman, R.I., Domshlak, C., Hoos, H.H., Poole, D.: CP-nets: A tool for representing and reasoning with conditional ceteris paribus preference statements. J. Artificial Intelligence Research (JAIR) 21, 135–191 (2004)
Cacioppo, J.T., Berntson, G.G.: Relationship between attitudes and evaluative space: A critical review, with emphasis on the separability of positive and negative substrates. Psychological Bulletin 115, 401–423 (1994)
Chateauneuf, A.: Decomposable capacities, distorted probabilities and concave capacities. Mathematical Social Sciences 31(1), 19–37 (1996)
Deschamps, R., Gevers, L.: Leximin and utilitarian rules: a joint characterization. J. of Economic Theory 17, 143–163 (1978)
Doyle, J., Thomason, R.: Background to qualitative decision theory. The AI Magazine 20(2), 55–68 (1999)
Dubois, D.: Belief structures, possibility theory and decomposable confidence measures on finite sets. Computers and Artificial Intelligence 5(5), 403–416 (1986)
Dubois, D., Fargier, H.: On the qualitative comparison of sets of positive and negative affects. In: Godo, L. (ed.) ECSQARU 2005. LNCS (LNAI), vol. 3571, pp. 305–316. Springer, Heidelberg (2005)
Dubois, D., Fargier, H., Prade, H., Sabbadin, R.: A survey of qualitative decision rules under uncertainty. In: Bouyssou, D., Dubois, D., Pirlot, M., Prade, H. (eds.) Decision-Making Process- Concepts and Methods, ch. 11, pp. 435–473. Wiley, Chichester (2009), http://www.wiley.com/
Dubois, D., Prade, H.: Possibility Theory. Plenum Press, New York (1988)
Dubois, D., Prade, H.: Bipolar representations in reasoning, knowledge extraction and decision processes. In: Greco, S., Hata, Y., Hirano, S., Inuiguchi, M., Miyamoto, S., Nguyen, H.S., Słowiński, R. (eds.) RSCTC 2006. LNCS (LNAI), vol. 4259, pp. 15–26. Springer, Heidelberg (2006)
Dubois, D., Prade, H.: An introduction to bipolar representations of information and preference. Int. J. Intelligent Systems. 23(8), 866–877 (2008)
Dubois, D., Prade, H.: Formal representations of uncertainty. In: Bouyssou, D., Dubois, D., Pirlot, M., Prade, H. (eds.) Decision-Making Process- Concepts and Methods, ch. 3, pp. 85–156. Wiley, Chichester (2009), http://www.wiley.com/
Dubois, D., Prade, H.: An overview of the asymmetric bipolar representation of positive and negative information in possibility theory. Fuzzy Sets and Systems 160, 1355–1366 (2009)
Dubois, D., Prade, H., Sabbadin, R.: Decision-theoretic foundation of qualitative possibility theory. European J. of Operational Research 128, 478–495 (2001)
Fargier, H., Sabbadin, R.: Qualitative decision under uncertainty: Back to expected utility. Artificial Intelligence 164, 245–280 (2005)
Franklin, B.: Letter to J. B. Priestley, 1772. In: Bigelow, J. (ed.) The Complete Works. Putnam, New York (1887)
Giang, P.H., Shenoy, P.P.: Two axiomatic approaches to decision-making using possibility theory. European J. of Operational Research 162, 450–467 (2005)
Gigerenzer, G., Goldstein, D.G.: Reasoning the fast and frugal way: Models of bounded rationality. Psychological Review 103, 650–669 (1996)
Gigerenzer, G., Todd, P.M., the ABC group: Simple heuristics that make us smart. Oxford University Press, Oxford (1999)
Grabisch, M.: The Moebius transform on symmetric ordered structures and its application to capacities on finite sets. Discrete Math 28(1-3), 17–34 (2004)
Grabisch, M., Greco, S., Pirlot, M.: Bipolar and bivariate models in multicriteria decision analysis: Descriptive and constructive approaches. Int. J. Intelligent Systems. 23(9), 930–969 (2008)
Grabisch, M., Labreuche, C.: Bi-capacities for decision making on bipolar scales. In: EUROFUSE 2002 Workshop on Information Systems, pp. 185–190 (2002)
Grabisch, M., Labreuche, C.: Bi-capacities — parts I and II. Fuzzy Sets and Systems 151(2), 211–260 (2005)
Greco, S., Matarazzo, B., Slowinski, R.: Bipolar Sugeno and Choquet integrals. In: EUROFUSE Workshop on Information Systems, Varenna, pp. 191–196 (2002)
Labreuche, C., Grabisch, M.: Generalized Choquet-like aggregation functions for handling bipolar scales. Eur. J. of Operational Research 172(3), 931–955 (2006)
Lewis, D.: Counterfactuals. Basil Blackwell, London (1973)
Moulin, H.: Axioms of Cooperative Decision Making. Wiley, New-York (1988)
Von Neumann, J., Morgenstern, O.: Theory of games and economic behavior. Princeton University Press, Princeton (1947)
Osgood, C.E., Suci, G.J., Tannenbaum, P.H.: The Measurement of Meaning. Univ. of Illinois Press, Chicago (1957)
Öztürk, M., Tsoukiàs, A.: Bipolar preference modeling and aggregation in decision support. Int. J. Intelligent Systems. 23(9), 970–984 (2008)
Shafer, G.: A Mathematical Theory of Evidence. Princeton University Press, Princeton (1976)
Slovic, P., Finucane, M., Peters, E., MacGregor, D.G.: Rational actors or rational fools? implications of the affect heuristic for behavioral economics. The J. of Socio-Economics 31, 329–342 (2002)
Tversky, A., Kahneman, D.: Advances in prospect theory: Cumulative representation of uncertainty. J. of Risk and Uncertainty 5, 297–323 (1992)
Wald, A.: Statistical Decision Functions. Wiley, Chichester (1950)
Weng, P.: An axiomatic approach in qualitative decision theory with binary possibilistic utility. In: Proc. of the 17th European Conference on Artificial Intelligence (ECAI 2006), Riva del Garda, Italy, pp. 467–471. IOS Press, Amsterdam (2006)
Zadeh, L.A.: Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets and Systems 1, 1–28 (1978)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2010 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Dubois, D., Fargier, H. (2010). Qualitative Bipolar Decision Rules: Toward More Expressive Settings. In: Greco, S., Marques Pereira, R.A., Squillante, M., Yager, R.R., Kacprzyk, J. (eds) Preferences and Decisions. Studies in Fuzziness and Soft Computing, vol 257. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-15976-3_9
Download citation
DOI: https://doi.org/10.1007/978-3-642-15976-3_9
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-15975-6
Online ISBN: 978-3-642-15976-3
eBook Packages: EngineeringEngineering (R0)