Modeling fast-and-frugal heuristics | |
Wang, Yuhui1,2; Luan, Shenghua1,2![]() | |
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 |
DOI | 10.1002/pchj.576 |
发表期刊 | PSYCH JOURNAL
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ISSN | 2046-0252 |
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 | |
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 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. |
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Modeling fast-and-fr(1061KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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