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Approximations of One-dimensional Expected Utility Integral of Alternatives Described with Linearly-Interpolated p-Boxes

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posted on 2023-05-22, 17:47 authored by Nataliya NikolovaNataliya Nikolova, Ivanova, S, Kiril TenekedjievKiril Tenekedjiev
In the process of quantitative decision making, the bounded rationality of real individuals leads to elicitation of interval estimates of probabilities and utilities. This fact is in contrast to some of the axioms of rational choice, hence the decision analysis under bounded rationality is called fuzzy-rational decision analysis. Fuzzy-rationality in probabilities leads to the construction of x-ribbon and p-ribbon distribution functions. This interpretation of uncertainty prohibits the application of expected utility unless ribbon functions were approximated by classical ones. This task is handled using decision criteria Q under strict uncertainty - Wald, maximax, Hurwiczα, Laplace - which are based on the pessimism-optimism attitude of the decision maker. This chapter discusses the case when the ribbon functions are linearly interpolated on the elicited interval nodes. Then the approximation of those functions using a Q criterion is put into algorithms. It is demonstrated how the approximation is linked to the rationale of each Q criterion, which in three of the cases is linked to the utilities of the prizes. The numerical example demonstrates the ideas of each Q criterion in the approximation of ribbon functions and in calculating the Q-expected utility of the lottery.

History

Publication title

Human-Centric Decision-Making Models for Social Sciences

Volume

502

Editors

P Guo, W Pedrycz

Pagination

253-287

ISBN

978-3-642-39306-8

Department/School

Australian Maritime College

Publisher

Springer

Place of publication

Germany

Extent

17

Repository Status

  • Restricted

Socio-economic Objectives

Expanding knowledge in the information and computing sciences

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