人类物质感知的核心维度
Filipp Schmidt1,2, Martin N Hebart2,3,4, Alexandra C Schmid1,5
1Experimental Psychology, Justus Liebig University, Giessen 35394, Germany.
概括
研究人员发现了人类如何在精神上表现物质的基本原则. 一种数据驱动的方法确定了36个可解释的维度,结合了感知和概念特征,以解释物质感知和比较.
科学领域:
- 认知科学 认知科学
- 材料科学 是一种材料科学.
- 计算心理学 计算心理学
背景情况:
- 材料的视觉分类和比较对人类行为至关重要.
- 了解在头脑中物质表现的组织原则是必不可少的.
研究的目的:
- 用大规模的数据驱动方法揭示材料表示的核心隐藏维度.
- 通过计算建模人类对物质相似性的判断.
主要方法:
- 创建了包含200个材料和600张照片的STUFF数据集.
- 从参与者那里收集了187万个三重相似性判断.
- 利用计算模型从行为数据中获得稀疏的,正面的维度.
主要成果:
- 开发了一种多维嵌入空间,可以准确地预测独立的物质相似性判断.
- 确定了36个可复制和可解释的物质维度,包括感知 (例如,粒状) 和概念 (例如,矿物质) 特性.
- 实现了高预测准确度,与人类主体间一致性密切匹配.
结论:
- 该研究提供了对物质感知认知架构的基本理解.
- 已识别的维度为人类如何在精神上组织和理解材料提供了一个全面的框架.
- 这种数据驱动的方法成功地揭示了人类物质表示的潜在结构.
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