Overrepresentation of Extreme Events in Decision Making Reflects Rational Use of Cognitive Resources

被引:92
作者
Lieder, Falk [1 ]
Griffiths, Thomas L. [2 ]
Hsu, Ming [3 ]
机构
[1] Univ Calif Berkeley, Helen Wills Neurosci Inst, Room 5425,Tolman Hall 1650, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, Dept Psychol, 3210 Tolman Hall, Berkeley, CA 94720 USA
[3] Univ Calif Berkeley, Haas Sch Business, Berkeley, CA 94720 USA
基金
美国国家卫生研究院;
关键词
judgment and decision making; bounded rationality; cognitive biases; heuristics; probabilistic models of cognition; PROSPECT-THEORY; VISUAL FIXATIONS; RISKY DECISIONS; QUERY-THEORY; CHOICE; MEMORY; PROBABILITY; AMYGDALA; OUTCOMES; MODELS;
D O I
10.1037/rev0000074
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
People's decisions and judgments are disproportionately swayed by improbable but extreme eventualities, such as terrorism, that come to mind easily. This article explores whether such availability biases can be reconciled with rational information processing by taking into account the fact that decision makers value their time and have limited cognitive resources. Our analysis suggests that to make optimal use of their finite time decision makers should overrepresent the most important potential consequences relative to less important, put potentially more probable, outcomes. To evaluate this account, we derive and test a model we call utility-weighted sampling. Utility-weighted sampling estimates the expected utility of potential actions by simulating their outcomes. Critically, outcomes with more extreme utilities have a higher probability of being simulated. We demonstrate that this model can explain not only people's availability bias in judging the frequency of extreme events but also a wide range of cognitive biases in decisions from experience, decisions from description, and memory recall.
引用
收藏
页码:1 / 32
页数:32
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