Evolution of State-Dependent Risk Preferences

被引:4
|
作者
Roos, Patrick [1 ,2 ]
Carr, J. Ryan [1 ,2 ]
Nau, Dana S. [1 ,2 ]
机构
[1] Univ Maryland, Inst Adv Comp Studies, Dept Comp Sci, Lab Computat Cultural Dynam, College Pk, MD 20742 USA
[2] Univ Maryland, Syst Res Inst, College Pk, MD 20742 USA
关键词
Evolutionary games; population dynamics; risk; decision theory; PROSPECT-THEORY; GAME; COOPERATION; IMITATION; EMERGENCE; DYNAMICS; BEHAVIOR; AVERSION; CHOICE;
D O I
10.1145/1858948.1858954
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Researchers have invested much effort in constructing models of the state-dependent (sometimes risk-averse and sometimes risk-prone) nature of human decision making. An important open question is how state-dependent risk behavior can arise and remain prominent in populations. We believe that one part of the answer is the interplay between risk-taking and sequentiality of choices in populations subject to evolutionary population dynamics. To support this hypothesis, we provide simulation and analytical results for evolutionary lottery games, including results on evolutionary stability. We consider a parameterized class of imitation dynamics in which the parameter 0 <= a <= 1 yields the replicator dynamic with alpha = 1 and the imitate-the-better dynamic with alpha = 0. Our results demonstrate that for every population dynamic in this class except for the replicator dynamic, the interplay between risk-taking and sequentiality of choices allows state-dependent risk behavior to have an evolutionary advantage over expected-value maximization.
引用
收藏
页数:21
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