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2009 | OriginalPaper | Chapter

Target-Oriented Decision Analysis with Different Target Preferences

Authors : Hong-Bin Yan, Van-Nam Huynh, Yoshiteru Nakamori

Published in: Modeling Decisions for Artificial Intelligence

Publisher: Springer Berlin Heidelberg

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Decision maker’s behavioral aspects play an important role in human decision making, and this was recognized by the award of the 2002 Nobel Prize in Economics to Daniel Kahneman. Target-oriented decision analysis lies in the philosophical root of bounded rationality as well as represents the

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-shaped value function. In most studies on target-oriented decision making, monotonic assumptions are given in advance to simplify the problems, e.g., the attribute wealth. However, there are three types of target preferences: “the more the better” (corresponding to benefit target preference), “the less the better” (corresponding to cost target preference), and equal/range targets (too much or too little is not acceptable). Toward this end, two methods have been proposed to model the different types of target preferences: cumulative distribution function (cdf) based method and level set based method. These two methods can both induce four shaped value functions:

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-shaped, inverse

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-shaped, convex, and concave, which represents decision maker’s psychological preference. The main difference between these two methods is that the level set based method induces a steeper value function than that by the cdf based method.

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Metadata
Title
Target-Oriented Decision Analysis with Different Target Preferences
Authors
Hong-Bin Yan
Van-Nam Huynh
Yoshiteru Nakamori
Copyright Year
2009
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-04820-3_17

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