Abstract
This paper studies some new properties of set functions (and, in particular, “non-additive probabilities” or “capacities”) and the Choquet integral with respect to such functions, in the case of a finite domain.
We use an isomorphism between non-additive measures on the original space (of states of the world) and additive ones on a larger space (of events), and embed the space of real-valued functions on the former in the corresponding space on the latter. This embedding gives rise to the following results:
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the Choquet integral with respect to any totally monotone capacity is an average over minima of the integrand;
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the Choquet integral with respect to any capacity is the difference between minima of regular integrals over sets of additive measures;
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under fairly general conditions one may define a “Radon-Nikodym derivative” of one capacity with respect to another;
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the “optimistic” pseudo-Bayesian update of a non-additive measure follows from the Bayesian update of the corresponding additive measure on the larger space.
We also discuss the interpretation of these results and the new light they shed on the theory of expected utility maximization with respect to non-additive measures.
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M. Allais, Le comportemenet de l'homme rationel devant le risque: critique des postulates et axioms de l'école américaine, Econometrica 21 (1953) 503–546.
F.J. Anscombe and R.J. Aumann, A definition of subjective probability, Ann. Math. Statist. 34 (1963) 199–205.
R.J. Aumann and L.S. Shapley,Values for Non-Atomic Games (Princeton University Press, Princeton, NJ, 1974).
E. Ben Porath and I. Gilboa, Linear measures, the Gini index and the income-equality tradeoff, J. Econ. Theory (1991), to appear.
T. Bewley, Knightian decision theory: part I, Cowles Foundation Discussion Paper No. 807, Yale University (1986).
G. Choquet, Theory of capacities, Ann. de l'Institut Fourier 5 (1953–54) 131–295.
B. de Finetti, La prévision: ses lois logiques, ses sources subjectives, Ann. de l'Institute Henri Poincaré 7(1937) 1–68. (Translated by H.E. Kyburg in Kyburg and Smokler (1964).)
A.P. Dempster, Upper and lower probabilities induced by a multivalued mapping, Ann. Math. Statist. 38 (1967) 325–339.
A.P. Dempster, A generalization of Bayesian inference, J. Roy. Statist. Soc., Series B 30 (1968) 205–247.
D. Denneberg, Subadditive measures and integral, mimeo (1990).
J. Dow and S.R.C. Werlang, Risk aversion, uncertainty aversion and the optimal choice of portfolio, London Business School Working Paper (1990).
J. Dow and S.R.C. Werlang, Nash equilibrium under Knightian uncertainty: breaking down backward induction, mimeo (1991).
J. Dow, V. Madrigal and S.R.C. Werlang, Preferences, common knowledge and speculative trade, Fundacao Getulio Vargas Working Paper (1989).
D. Dubois and H. Prade, Evidence measures based on fuzzy information, Automatica 21 (1985) 547–562.
D. Dubois and H. Prade, Théorie des possibilités et modèles décisionnels, Rapport L.S.I. No. 242 (1986).
D. Dubois and H. Prade, Focusing versus updating in belief function theory, in:Advances in the Dempster-Shafer Theory of Evidence, eds. M. Fedrizzi, J. Kacprzyk and R.R. Yager (Wiley, 1991).
D. Dubois, H. Prade and A. Ramer, Updating, focusing and information measures in belief function theory, Rapport IRIT/91–94/R (1991).
R. Dyckerhoff and K. Mosler, Stochastic dominance with nonadditive probabilities, mimeo (1990).
D. Ellsberg, Risk, ambiguity and the Savage axioms, Quart. J. Econ. 75 (1961) 643–669.
L.G. Epstein and T. Wang, Intertemporal asset pricing under Knightian uncertainty, Econometrica 62 (1994) 283–322.
R. Fagin and J.Y. Halpern, A new approach to updating beliefs, in:Proc. 6th Conf. on Uncertainty and Artificial Intelligence, Cambridge, MA (1990) pp. 317–325.
P.C. Fishburn,Utility Theory for Decision Making (Wiley, New York, 1970).
I. Gilboa, Expected utility theory with purely subjective non-additive probabilities, J. Math. Econ. 16 (1987) 65–88.
I. Gilboa, Expectation and variation in multi-period decisions, Econometrica 57 (1989) 1153–1169.
I. Gilboa, Additivizations of non-additive measures, Math. Oper. Res. 14 (1989) 1–17.
I. Gilboa, Duality in non-additive expected utility theory, Ann. Oper. Res. 19 (1989) 405–414.
I. Gilboa and E. Lehrer, Global games, Int. J. Game Theory 20 (1991) 129–147.
I. Gilboa and D. Schmeidler, Maxmin expected utility with non-unique prior, J. Math. Econ. 18 (1989) 141–153.
I. Gilboa and D. Schmeidler, Updating ambiguous beliefs, J. Econ. Theory 53 (1993) 33–49.
I. Gilboa and D. Schmeidler, Canonical representation of set functions, Math. Oper. Res., to appear.
J.Y. Halpern and R. Fagin, Two views of beliefs: beliefs as generalized probability and beliefs as evidence, Art. Int. 54 (1992) 275–317.
P.J. Huber and V. Strassen, Minimax tests and the Neyman-Pearson lemma for capacities, Ann. Statist. 1 (1973) 251–263.
P.J. Huber, The use of Choquet capacities in statistics, Bull. Int. Inst. Statist. 45 (1973) 181–191.
J.-Y. Jaffray, Linear utility theory for belief functions, Oper. Res. Lett. 8 (1989) 107–112.
J.-Y. Jaffray, Bayesian updating and belief functions, IEEE Trans. Syst. Man Cybern. (1992), to appear.
D. Kahneman and A. Tversky, Prospect theory: an analysis of decision under risk, Econometrica 47 (1979) 263–291.
B. Lipman, private communication (1992).
M. Machina, Choice under uncertainty: problems solved and unsolved, Econ. Perspectives 1 (1987) 121–154.
F.P. Ramsey, Truth and probability, in:The Foundation of Mathematics and Other Logical Essays, ed. F.P. Ramsey (Harcourt, Brace and Co., New York, 1931).
J. Rosenmuller, On Core and value, Meth. Oper. Res. 9 (1971) 84–104.
J. Rosenmuller, Some properties of convex set functions, part II, Meth. Oper. Res. 17 (1972) 287–307.
R. Sarin and P.P. Wakker, A simple axiomatization of nonadditive expected utility, Econometrica 60 (1992) 1255–1272).
L.J. Savage,The Foundations of Statistics (Wiley, New York, 1954).
D. Schmeidler, Subjective probability without additivity (temporary title), Working paper, Foerder Institute for Economic Research, Tel Aviv University (1982).
D. Schmeidler, Nonadditive probabilities and convex games, mimeo (1984).
D. Schmeidler, Integral representation without additivity, Proc. AMS 97 (1986) 253–261.
D. Schmeidler, Subjective probability and expected utility without additivity, Econometrica 57 (1985) 571–587.
G. Shafer,A Mathematical Theory of Evidence (Princeton University Press, Princeton, NJ, 1976).
L.S. Shapley, Notes onn-person games VII: cores of convex games, The Rand Corporation R. M. (1965); also as Cores of convex games, Int. J. Game Theory 1 (1971) 12–26.
M.H. Simonsen and S.R.C. Werlang, Subadditive probabilities and portfolio inertia, mimeo (1990).
P. Smets, The degree of belief in a fuzzy event, Inf. Sci. 25 (1981) 1.
J. von Neumann and O. Morgenstern,Theory of Games and Economic Behavior (Princeton University Press, Princeton, NJ, 1944).
P. Wakker, Continuous subjective expected utility with non-additive probabilities, J. Math. Econ. 18 (1989) 1–27.
P. Wakker, private communication (1990).
P. Walley and T. Fine, Towards a frequentist theory of upper and lower probabilities, Ann. Statist. 10 (1982) 741–761.
P. Walley, Belief function representation of statistical evidence, Ann. Statist. 15 (1987) 1439–1465.
L.A. Wasserman, Belief functions and statistical inference, Can. J. Statist. 18 (1990) 183–196.
L.A. Wasserman and J. Kadane, Bayes's theorem for Choquet capacities, Ann. Statist. 18 (1990) 1328–1339.
K.R. Yoo, A theory of the underpricing of initial public offerings, mimeo (1990).
K.R. Yoo, The iterative law of expectation and non-additive probability measure, Econ. Lett. 37 (1991) 145–149.
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We wish to thank Elchanan Ben-Porath, Dieter Denneberg, Didier Dubois, Gerald Hanweck, Jean-Yves Jaffray, Ehud Kalai, Morton Kamien, Ehud Lehrer, and two anonymous referees for comments and discussions. We are especially grateful to Bart Lipman who pointed out to us a few mistakes in an earlier version. NSF Grants Nos. SES-9113108 (Gilboa) and SES-9111873 (Schmeidler) are gratefully acknowledged.
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Gilboa, I., Schmeidler, D. Additive representations of non-additive measures and the choquet integral. Ann Oper Res 52, 43–65 (1994). https://doi.org/10.1007/BF02032160
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DOI: https://doi.org/10.1007/BF02032160