Generalized Expected Utility as a Universal Decision Rule -- A Step Forward

Published: 26 Apr 2024, Last Modified: 15 Jul 2024UAI 2024 oralEveryoneRevisionsBibTeXCC BY 4.0
Keywords: Decision Making under Uncertainty, Generalized Expected Utility, non-additive capacities, algebraic mass function, Choquet integral, Sugeno integral
TL;DR: This paper proposes a generalization of the GEU algebraic framework that allows for the representation of non uniform decision rules and in particular of the Choquet and the Sugeno integrals.
Abstract: In order to capture a larger range of decision rules, this paper extends the seminal work of [Friedman and Halpern, 1995, Chu and Halpern, 2003, 2004] about Generalized Expected Utility. We introduce the notion of algebraic mass function (and of algebraic Möbius transform) and provide a new algebraic expression for expected utility based on such functions. This utility, that we call "XEU", generalizes Chu and Halpern’s GEU to non-decomposable measures and allows for the representation of several rules that could not be captured up to this point, and noticeably, of the Choquet integral. A representation theorem is provided that shows that only a very weak condition is needed for a rule in order to be representable as a XEU.
List Of Authors: Fargier, H\'el\'ene and Pomeret-Coquot, Pierre
Latex Source Code: zip
Signed License Agreement: pdf
Submission Number: 464
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