Human Behavioral Models Using Utility Theory and Prospect Theory
Several examples of Cyber-physical human systems (CPHS) include real-time decisions from humans as a necessary building block for the successful performance of the overall system. Many of these decision-making problems necessitate an appropriate model of human behavior. Tools from Utility Theory hav...
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Zusammenfassung: | Several examples of Cyber-physical human systems (CPHS) include real-time
decisions from humans as a necessary building block for the successful
performance of the overall system. Many of these decision-making problems
necessitate an appropriate model of human behavior. Tools from Utility Theory
have been used successfully in several problems in transportation for resource
allocation and balance of supply and demand \citep{ben1985discrete}. More
recently, Prospect Theory has been demonstrated as a useful tool in behavioral
economics and cognitive psychology for deriving human behavioral models that
characterize their subjective decision-making in the presence of stochastic
uncertainties and risks, as an alternative to conventional Utility Theory
\citep{kahneman_prospect_2012}. These models will be described in this article.
Theoretical implications of Prospect Theory are also discussed. Examples will
be drawn from transportation use cases such as shared mobility to illustrate
these models as well as the distinctions between Utility Theory and Prospect
Theory. |
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DOI: | 10.48550/arxiv.2210.07322 |