婴幼儿的因果学习:从计算理论到语言实践
1Psychology Department, University of California, Santa Cruz, California, USA.
Wiley interdisciplinary reviews. Cognitive science
|April 3, 2024
概括
本综述探讨了早期的因果学习理论,基于解释的学习 (EBL) 和贝叶斯模型,建议通过照顾者和儿童的语言互动来理解认知发展来整合它们.
科学领域:
- 认知心理学 认知心理学
- 发展生物学 发展生物学
- 计算建模 计算建模
背景情况:
- 因果推理对于理解世界至关重要.
- 早期的因果学习对认知发展至关重要.
- 现有两种突出的计算模型:基于解释的学习 (EBL) 和贝叶斯模型.
研究的目的:
- 审查和弥合早期因果学习的突出理论.
- 探索护理人员和儿童的语言实践如何可以整合认知理论.
- 为了澄清从婴儿期到童年时代的因果推理中的发展过程.
主要方法:
- 关于基于解释的学习 (EBL) 和因果推理的贝叶斯模型的现有文献的审查.
- 对照者与儿童对话的研究分析,重点关注脚手架语言和因果对话.
- 理论整合认知模型与语言交互研究.
主要成果:
- EBL专注于婴儿对物理因果关系的学习;贝叶斯模型解决了婴儿期以外的领域的推理.
- 在EBL和贝叶斯模型之间存在显著的重叠,这表明了整合的潜力.
- 照顾者与孩子的对话,特别是因果对话,为弥合这些理论提供了一个有希望的途径.
结论:
- 整合EBL和贝叶斯模型可以更全面地了解因果推理的发展.
- 日常的语言实践,如脚手架,在因果学习中起着关键作用.
- 进一步的研究可以澄清因果学习是如何通过综合认知和语言过程展开的.
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