贝叶斯认知科学是否会破坏推理的双过程理论?
1Department of Psychological Sciences, Birkbeck College, University of London, London, UK mike.oaksford@bbk.ac.ukhttps://www.bbk.ac.uk/our-staff/profile/8009448/mike-oaksford.
The Behavioral and brain sciences
|July 18, 2023
概括
最近的贝叶斯认知科学模型表明,单个推理系统可以产生正确和偏见的反应. 这表明,解释人类决策可能不需要推理的双重过程.
科学领域:
- 认知科学 认知科学
- 贝叶斯式建模 贝叶斯式建模
- 人类的推理.
背景情况:
- 双流程理论提出了用于直观和故意思维的不同系统.
- 认知科学中的计算模型旨在解释人类行为和决策.
研究的目的:
- 为了调查一个单一的认知系统是否可以解释正确和偏见的反应.
- 挑战在解释人类推理过程中对双流程理论的必要性.
主要方法:
- 利用贝叶斯认知科学中的计算水平模型.
- 分析任务性能数据以预测响应模式.
主要成果:
- 模型成功地在一个框架内预测了"偏见"和正确的反应.
- 证明一个统一的系统可以产生各种各样的响应类型.
结论:
- 人类推理可能不需要单独的直觉和审议系统.
- 一个单一的,集成的认知系统可以解释人类反应的变化.
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