在离散选择选项之外
Amir Hosein Hadian Rasanan1, Nathan J Evans2, Laura Fontanesi1
1Department of Psychology, University of Basel, Missionsstrasse 62A, 4055, Basel, Switzerland.
Trends in cognitive sciences
|August 13, 2024
概括
决策理论正在扩大,超越了有限的选择,成为连续的选择. 本综述探讨了连续空间和未来研究方向的决策模型.
科学领域:
- 认知科学 认知科学
- 决策神经科学 决策神经科学
- 计算心理学 计算心理学
背景情况:
- 传统的决策理论主要是针对离散选项之间的选择.
- 现实世界的场景经常涉及连续的决策空间.
- 最近的进展探索了在连续环境中的决策.
研究的目的:
- 在连续选项空间中审查当前的决策理论和计算模型.
- 提供连续决策的应用概述.
- 确定该领域未来研究的开放问题.
主要方法:
- 审查关于决策理论和计算建模的现有文献.
- 对连续空间应用的顺序采样模型的分析.
- 综合各种领域的应用程序.
主要成果:
- 强调从离散到连续决策模型的转变.
- 在顺序采样框架内总结计算方法.
- 确定关键的挑战和未解决的问题.
结论:
- 了解连续空间中的决策对于现实世界的应用至关重要.
- 需要进一步开发计算模型.
- 未来的研究应该解决已识别的题,并扩大理论框架.
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