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Representing Utility Functions via Weighted Goals

✍ Scribed by Joel Uckelman; Yann Chevaleyre; Ulle Endriss; Jérôme Lang


Publisher
John Wiley and Sons
Year
2009
Tongue
English
Weight
224 KB
Volume
55
Category
Article
ISSN
0044-3050

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✦ Synopsis


Abstract

We analyze the expressivity, succinctness, and complexity of a family of languages based on weighted propositional formulas for the representation of utility functions. The central idea underlying this form of preference modeling is to associate numerical weights with goals specified in terms of propositional formulas, and to compute the utility value of an alternative as the sum of the weights of the goals it satisfies. We define a large number of representation languages based on this idea, each characterized by a set of restrictions on the syntax of formulas and the range of weights. Our aims are threefold. First, for each language we try to identify the class of utility functions it can express. Second, when different languages can express the same class of utility functions, one may allow for a more succinct representation than another. Therefore, we analyze the relative succinctness of languages. Third, for each language we study the computational complexity of the problem of finding the most preferred alternative given a utility function expressed in that language (© 2009 WILEY‐VCH Verlag GmbH & Co. KGaA, Weinheim)


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The Choice functions rationalizable via utility functions and supermodular error functions depending on feasible set of alternatives are considered. It is shown that a very narrow class of choice functions can be represented in this form. To c haracterize that class of functions, a new class of bina