中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Modeling fast-and-frugal heuristics

文献类型:期刊论文

作者Wang, Yuhui2,3; Luan, Shenghua2,3; Gigerenzer, Gerd1
刊名PSYCH JOURNAL
出版日期2022-07-01
页码12
关键词adaptive toolbox artificial intelligence computer simulation ecological rationality inference
ISSN号2046-0252
DOI10.1002/pchj.576
通讯作者Luan, Shenghua(luansh@psych.ac.cn)
英文摘要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.
收录类别SCI
WOS关键词TAKE-THE-BEST ; DECISION STRATEGIES ; PERFORMANCE ; JUDGMENT ; BIAS
资助项目National Natural Science Foundation of China[32171074]
WOS研究方向Psychology
语种英语
WOS记录号WOS:000819661900001
出版者WILEY
资助机构National Natural Science Foundation of China
源URL[http://ir.psych.ac.cn/handle/311026/42883]  
专题心理研究所_认知与发展心理学研究室
通讯作者Luan, Shenghua
作者单位1.Max Planck Inst Human Dev, Berlin, Germany
2.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China
3.Chinese Acad Sci, Inst Psychol, 16 Lincui Rd, Beijing 100101, Peoples R China
推荐引用方式
GB/T 7714
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.

入库方式: OAI收割

来源:心理研究所

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