Skip to main content

An overview of bipolar qualitative decision rules

  • Chapter
Preferences and Similarities

Abstract

Making a good decision is often a matter of listing and comparing positive and negative arguments, as studies in cognitive psychology have shown. In such cases, the evaluation scale should be considered bipolar, that is, negative and positive values are explicitly distinguished. Generally, positive and negative features are evaluated separately, as done in Cumulative Prospect Theory. However, contrary to the latter framework that presupposes genuine numerical assessments, decisions are often made on the basis of an ordinal ranking of the pros and the cons, and focusing on the most salient features, i.e., the decision process is qualitative. In this paper, we report on a project aiming at characterizing several decision rules, based on possibilistic order of magnitude reasoning, and tailored for the joint handling of positive and negative affects, and at testing their empirical validity. The simplest rules can be viewed as extensions of the maximin and maximax criteria to the bipolar case and, like them, suffer from a lack of discrimination power. More decisive rules that refine them are also proposed. They account for both the principle of Pareto-efficiency and the notion of order of magnitude reasoning. The most decisive one uses a lexicographic ranking of the pros and cons. It comes down to a special case of Cumulative Prospect Theory, and subsumes the “Take the best” heuristic.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Bibliography

  • L. Amgoud and H. Prade. Using arguments for making decisions: A possibilistic logic approach. In M. Chickering and J. Halpern, editors, Proceedings of the 20th Conference of Uncertainty in Artificial Intelligence (UAI’04), pages 10–17, Menlo Park, CA, 2004. AUAI Press.

    Google Scholar 

  • L. Amgoud, J. F. Bonnefon, and H. Prade. An argumentation-based approach for multiple criteria decision. In L. Godo, editor, Proceedings of ECSQARU 2005 — LNAI 3571, pages 269–280, Berlin, 2005. Springer Verlag.

    Google Scholar 

  • S. Benferhat, D. Dubois, and H. Prade. Towards a possibilistic logic handling of preferences. Applied Intelligence, 14(3):303–317, 2001.

    Article  MATH  Google Scholar 

  • S. Benferhat, D. Dubois, S. Kaci, and H. Prade. Bipolar possibility theory in preference modeling: Representation, fusion and optimal solutions. International Journal on Information Fusion, 7:135–150, 2006.

    Google Scholar 

  • J.M. Bilbao, J.R. Fernandez, A. Jiménez Losada, and E. Lebrón. Bicooperative games. In J.M. Bilbao, editor, Cooperative games on combinatorial structures, pages 23–26. Kluwer Academic Publishers, Dordrecht, 2000.

    Google Scholar 

  • J. F. Bonnefon and H. Fargier. Comparing sets of positive and negative arguments: Empirical assessment of seven qualitative rules. In G. Brewka, S. Coradeschi, A. Perini, and P. Traverso, editors, Proceedings of the 17th European Conference on Artificial Intelligence (ECAI2006), pages 16–20, Zurich, 2006. IOS Press.

    Google Scholar 

  • J.-F Bonnefon, D. Dubois, H. Fargier, and H. Prade. On the qualitative comparison of decisions having positive and negative features. J. Artificial Intelligence Research, to appear, 2008a.

    Google Scholar 

  • J.F. Bonnefon, D. Dubois, H. Fargier, and S. Leblois. Qualitative heuristics for balancing the pros and cons. Theory and Decision, to appear, 2008b.

    Google Scholar 

  • C. Boutilier, R. I. Brafman, C. Domshlak, H. H. Hoos, and D. Poole. CP-nets: A tool for representing and reasoning with conditional ceteris paribus preference statements. J. Artif. Intell. Res. (JAIR), 21:135–191, 2004.

    MATH  MathSciNet  Google Scholar 

  • J. T. Cacioppo and G. G. Berntson. 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.

    Article  Google Scholar 

  • C. Cayrol and M.-C. Lagasquie-Schiex. On the acceptability of arguments in bipolar argumentation frameworks. In Symbolic and Quantitative Approaches to Reasoning with Uncertainty, Proc. 8th European Conference (ECSQARU 2005), volume 3571 of Lecture Notes in Computer Science, pages 378–389. Springer, 2005.

    Google Scholar 

  • R. Deschamps and L. Gevers. Leximin and utilitarian rules: a joint characterization. Journal of Economic Theory, 17:143–163, 1978.

    Article  MATH  MathSciNet  Google Scholar 

  • J. Doyle and R. Thomason. Background to qualitative decision theory. The AI Magazine, 20(2):55–68, 1999.

    Google Scholar 

  • D. Dubois. Belief structures, possibility theory and decomposable confidence measures on finite sets. Computers and Artificial Intelligence, 5(5):403–416, 1986.

    MATH  Google Scholar 

  • D. Dubois and H. Fargier. Qualitative decision rules under uncertainty. In G. Della Riccia, D. Dubois, R. Kruse, and H.-J. Lenz, editors, Planning Based on Decision Theory, volume 472 of CISM, pages 3–26. Springer Wien, 2003.

    Google Scholar 

  • D. Dubois and H. Fargier. An axiomatic framework for order of magnitude confidence relations. In M. Chickering and J. Halpern, editors, Proceedings of the 20th Conference of Uncertainty in Artificial Intelligence (UAI’04), pages 138–145, Menlo Park, CA, 2004. AUAI Press.

    Google Scholar 

  • D. Dubois and H. Fargier. On the qualitative comparison of sets of positive and negative affects. In L. Godo, editor, Proceedings of ECSQARU 2005 — LNAI 3571, pages 305–316, Berlin, 2005. Springer Verlag.

    Google Scholar 

  • D. Dubois and H. Fargier. Qualitative decision making with bipolar information. In P. Doherty, J. Mylopoulos, and C. Welty, editors, Proceedings of the 10th International Conference on Principles of Knowledge Representation and Reasoning, pages 175–186, Menlo Park, CA, 2006. AAAI Press.

    Google Scholar 

  • D. Dubois and H. Prade. Bipolar representations in reasoning, knowledge extraction and decision processes. In Rough Sets and Current Trends in Computing, 5th International Conference, RSCTC 2006, Kobe, Japan, volume 4259 of Lecture Notes in Computer Science, pages 15–26. Springer, 2006.

    Google Scholar 

  • D. Dubois and H. Prade. Possibility Theory: An Approach to Computerized Processing of Uncertainty. Plenum Press, New York, 1988.

    MATH  Google Scholar 

  • D. Dubois, H. Fargier, and H. Prade. Possibility theory in constraint satisfaction problems: Handling priority, preference and uncertainty. Applied Intelligence, 6(4):287–309, 1996.

    Article  MathSciNet  Google Scholar 

  • Hélène Fargier and Régis Sabbadin. Qualitative decision under uncertainty: back to expected utility. Artificial Intelligence, 164:245–280, 2005.

    Article  MATH  MathSciNet  Google Scholar 

  • P Fishburn. The axioms of subjective probabilities. Statistical Science, 1(3):335–345, 1986.

    Article  MathSciNet  Google Scholar 

  • B. Franklin. Complete works chapter Letter to J. B. Priestley, 1772, page 522. Putnam, New York, 1887.

    Google Scholar 

  • G. Gigerenzer and D.G. Goldstein. Reasoning the fast and frugal way: Models of bounded rationality. Psychological Review, 103:650–669, 1996.

    Article  Google Scholar 

  • G. Gigerenzer, P. M. Todd, and the ABC group. Simple heuristics that make us smart. Oxford University Press, 1999.

    Google Scholar 

  • M. Grabisch and Ch. Labreuche. Bi-capacities for decision making on bipolar scales. In EUROFUSE’02 Workshop on Information Systems, pages 185–190, 2002.

    Google Scholar 

  • S. Greco, B. Matarazzo, and R. Slowinski. Bipolar Sugeno and Choquet integrals. In EUROFUSE’02 Workshop on Information Systems, 2002.

    Google Scholar 

  • J. Y. Halpern. Defining relative likelihood in partially-ordered structures. JAIR, 7:1–24, 1997.

    MATH  Google Scholar 

  • Ch. Labreuche and M. Grabisch. Generalized Choquet-like aggregation functions for handling bipolar scales. EJOR, 172(3):931–955, 2006.

    Article  MATH  MathSciNet  Google Scholar 

  • D. J. Lehmann. Generalized qualitative probability: Savage revisited. In UAI, pages 381–388, 1996.

    Google Scholar 

  • D. L. Lewis. Counterfactuals and comparative possibility. Journal of Philosophical Logic, 2:418–446, 1973.

    Article  MATH  MathSciNet  Google Scholar 

  • H. Moulin. Axioms of Cooperative Decision Making. Wiley, New-York, 1988.

    MATH  Google Scholar 

  • C. E. Osgood, G.J. Suci, and P. H. Tannenbaum. The Measurement of Meaning. University of Illinois Press, Chicago, 1957.

    Google Scholar 

  • P. Slovic, M. Finucane, E. Peters, and D.G. MacGregor. Rational actors or rational fools? implications of the affect heuristic for behavioral economics. The Journal of Socio-Economics, 31:329–342, 2002.

    Article  Google Scholar 

  • A. Tversky and D. Kahneman. Advances in prospect theory: Cumulative representation of uncertainty. Journal of Risk and Uncertainty, 5:297–323, 1992.

    Article  MATH  Google Scholar 

  • A. Wald. Statistical Decision Functions. Wiley, 1950.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2008 CISM, Udine

About this chapter

Cite this chapter

Bonnefon, JF., Dubois, D., Fargier, H. (2008). An overview of bipolar qualitative decision rules. In: Della Riccia, G., Dubois, D., Kruse, R., Lenz, HJ. (eds) Preferences and Similarities. CISM International Centre for Mechanical Sciences, vol 504. Springer, Vienna. https://doi.org/10.1007/978-3-211-85432-7_3

Download citation

  • DOI: https://doi.org/10.1007/978-3-211-85432-7_3

  • Publisher Name: Springer, Vienna

  • Print ISBN: 978-3-211-85431-0

  • Online ISBN: 978-3-211-85432-7

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics