寻找答案:专家模式识别和规划
Fernand Gobet1, Andrew J Waters2
1London School of Economics and Political Science, London, UK.
Trends in cognitive sciences
|July 28, 2023
概括
游戏的专业知识是通过增加搜索深度而发展的,而不仅仅是模式识别. 随着玩家提高他们的技能,他们参与了更广泛的认知搜索策略.
科学领域:
- 认知心理学 认知心理学
- 人工智能的人工智能
- 人与计算机的交互
背景情况:
- 专业知识起源的辩论:模式识别与搜索深度.
- 了解复杂任务中的技能获取对于AI和心理学来说至关重要.
研究的目的:
- 调查是否专业知识主要来自于模式识别或搜索深度.
- 开发和测试一种新的模型,在棋盘游戏环境中解释技能获取.
主要方法:
- 多种方法,多种实验研究,使用一种新的棋盘游戏.
- 对玩家行为的分析,将技能改进与搜索深度相关联.
主要成果:
- 玩家随着技能水平的提高,显然会增加他们的搜索深度.
- 这些发现挑战了仅仅依赖于模式识别作为专业知识的驱动力.
结论:
- 在这个棋盘游戏中获得技能与认知搜索的深度增加密切相关.
- 建议搜索深度是战略任务专业知识发展的关键组成部分.
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