在信号检测理论中的最佳元认知决策策略
Brian Maniscalco1, Lucie Charles2,3, Megan A K Peters1
1Department of Cognitive Sciences, University of California Irvine, Irvine, CA, 92697, USA.
Psychonomic bulletin & review
|November 18, 2024
概括
信号检测理论 (SDT) 现在量化了理想观察者的元认知决策策略. 该框架定义了最佳的信任标准设置,以了解真实观察者的元认知和信任.
科学领域:
- 认知心理学 认知心理学
- 决策科学 决策科学 决策科学
- 心理物理学的精神物理.
背景情况:
- 信号检测理论 (SDT) 在不确定性下模型决策,区分敏感性和响应偏差.
- 最近SDT的扩展量化了对"类型2"判断的元认知灵敏度,比如信心评级.
研究的目的:
- 为使用SDT的理想观察者正式定义规范的元认知决策策略.
- 根据各种目标,推导出最佳的2型 (信心) 标准设定公式.
主要方法:
- 应用SDT来推导目标的最佳类型2标准,包括最大限度地提高准确性,奖励和信心校准.
- 检查了这些公式对元认知策略和SDT预期偏差的含义.
主要成果:
- 为四个不同的目标提供了最佳类型2标准的公式:最大限度地提高准确性,奖励,信心校准和命中率减去虚假报警率.
- 分析了最佳标准设置如何根据不同的目标和元认知灵敏度而有所不同.
结论:
- 这一理论框架通过详细说明规范性信任标准设定,推进了SDT对元认知的应用.
- 提供工具来描述,评估和比较真实观察者的超认知策略与最佳标准.
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