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认知心理学动态的量子形式主义
1School of Mathematics and Physics, University of Surrey, Guildford, GU2 7XH, UK. d.brody@surrey.ac.uk.
Scientific reports
|September 26, 2023
概括
这项研究使用量子理论模型认知状态,显示信息获取镜像贝叶斯更新. 这种量子方法为理解决策动态提供了超越经典推理的新见解.
科学领域:
- 认知科学 认知科学
- 量子物理学 量子物理学 是一种量子物理学.
- 神经科学是一个神经科学.
背景情况:
- 认知状态涉及在不确定性下做出决定.
- 经典模型可能无法完全捕捉认知动态.
- 自由能量原理为大脑功能提供了一个框架.
研究的目的:
- 使用量子力学建模认知状态.
- 研究认知过程中的信息获取动态.
- 探索量子形式主义超越经典推理的潜力.
主要方法:
- 代表认知状态作为一个高维希尔伯特空间的元素.
- 使用·诺伊曼-卢德斯投影假设来描述状态动态.
- 证明对贝叶斯更新的等价性,以最小化不确定性.
主要成果:
- 量子形式主义为认知状态提供了减少不确定性的动态行为.
- 这种行为相当于贝叶斯更新.
- 量子方法与大脑科学中的自由能量原理保持一致.
结论:
- 量子理论提供了一个强大的框架来建模认知动力学.
- 它为信息处理和决策提供了洞察力.
- 量子形式主义为理解超越经典界限的认知开辟了新的途径.
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