How Irrationality Shapes Nash Equilibria: A Prospect-Theoretic Perspective
By: Ashok Krishnan K. S., Hélène Le Cadre, Ana Bušić
Potential Business Impact:
Makes game players' choices more realistic.
Noncooperative games with uncertain payoffs have been classically studied under the expected-utility theory framework, which relies on the strong assumption that agents behave rationally. However, simple experiments on human decision makers found them to be not fully rational, due to their subjective risk perception. Prospect theory was proposed as an empirically-grounded model to incorporate irrational behaviours into game-theoretic models. But, how prospect theory shapes the set of Nash equilibria when considering irrational agents, is still poorly understood. To this end, we study how prospect theoretic transformations may generate new equilibria while eliminating existing ones. Focusing on aggregative games, we show that capturing users' irrationality can preserve symmetric equilibria while causing the vanishing of asymmetric equilibria. Further, there exist value functions which map uncountable sets of equilibria in the expected-utility maximization framework to finite sets. This last result may shape some equilibrium selection theories for human-in-the-loop systems where computing a single equilibrium is insufficient and comparison of equilibria is needed.
Similar Papers
Non-Cooperative Games with Uncertainty
Theoretical Economics
Helps players make smart choices with unknown information.
A choice-based axiomatization of Nash equilibrium
Theoretical Economics
Finds the best choices for players in games.
Seeing Through Risk: A Symbolic Approximation of Prospect Theory
Artificial Intelligence
Explains why people make risky choices.