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Modeling fast-and-frugal heuristics
Wang, Yuhui1,2; Luan, Shenghua1,2; Gigerenzer, Gerd3
第一作者Yuhui Wang
通讯作者邮箱luansh@psych.ac.cn
心理所单位排序1
摘要

Heuristics are simple rules that experts and laypeople rely on to make decisions under uncertainty as opposed to situations with calculable risk. The research program on fast-and-frugal heuristics studies formal models of heuristics and is motivated by Herbert Simon's seminal work on bounded rationality and satisficing. In this article, we first introduce the major theoretical principles (e.g., ecological rationality) and research approaches (e.g., competitive testing) that have been adopted in this research program, and then illustrate these principles and approaches with two heuristics: take-the-best and fast-and-frugal trees. We describe conditions under which simple heuristics predict as accurately as or better than more complex models, despite requiring less effort. We close by pointing out several issues that need to be further studied and better understood in the research on fast-and-frugal heuristics.

关键词adaptive toolbox artificial intelligence computer simulation ecological rationality inference
2022-07-01
语种英语
DOI10.1002/pchj.576
发表期刊PSYCH JOURNAL
ISSN2046-0252
页码12
期刊论文类型综述
收录类别SCI
资助项目National Natural Science Foundation of China[32171074]
出版者WILEY
WOS关键词TAKE-THE-BEST ; DECISION STRATEGIES ; PERFORMANCE ; JUDGMENT ; BIAS
WOS研究方向Psychology
WOS类目Psychology, Multidisciplinary
WOS记录号WOS:000819661900001
WOS分区Q3
资助机构National Natural Science Foundation of China
引用统计
被引频次:6[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://ir.psych.ac.cn/handle/311026/42883
专题认知与发展心理学研究室
通讯作者Luan, Shenghua
作者单位1.Chinese Acad Sci, Inst Psychol, 16 Lincui Rd, Beijing 100101, Peoples R China
2.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China
3.Max Planck Inst Human Dev, Berlin, Germany
第一作者单位中国科学院心理研究所
通讯作者单位中国科学院心理研究所
推荐引用方式
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Wang, Yuhui,Luan, Shenghua,Gigerenzer, Gerd. Modeling fast-and-frugal heuristics[J]. PSYCH JOURNAL,2022:12.
APA Wang, Yuhui,Luan, Shenghua,&Gigerenzer, Gerd.(2022).Modeling fast-and-frugal heuristics.PSYCH JOURNAL,12.
MLA Wang, Yuhui,et al."Modeling fast-and-frugal heuristics".PSYCH JOURNAL (2022):12.
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