Suppr超能文献

实例化特征与“规则”的使用。

Instantiated features and the use of "rules.".

作者信息

Brooks Lee R, Hannah Samuel D

机构信息

Department of Psychology, McMaster University, Hamilton, ON, Canada.

出版信息

J Exp Psychol Gen. 2006 May;135(2):133-51. doi: 10.1037/0096-3445.135.2.133.

Abstract

Classification "rules" in expert and everyday discourse are usually deficient by formal standards, lacking explicit decision procedures and precise terms. The authors argue that a central function of such weak rules is to focus on perceptual learning rather than to provide definitions. In 5 experiments, transfer following learning of family resemblance categories was influenced more by familiar-appearing features than by novel-appearing features equally acceptable under the rule. This occurred both when rules were induced and when rules were given at the beginning of instruction. To model this and other phenomena in categorization, features must be represented on 2 levels: informational and instantiated. These 2 feature levels are crucial to provide broad generalization while reflecting the known peculiarities of a complex world.

摘要

专家话语和日常话语中的分类“规则”通常在形式标准上存在缺陷,缺乏明确的决策程序和精确的术语。作者认为,这种不严格规则的一个核心功能是专注于感知学习,而不是提供定义。在5个实验中,学习家族相似性类别后的迁移更多地受到看似熟悉的特征的影响,而不是受到规则下同样可接受的新出现特征的影响。这在诱导规则时以及在教学开始时给出规则时都会发生。为了对分类中的这种现象和其他现象进行建模,特征必须在两个层面上进行表示:信息层面和实例层面。这两个特征层面对于提供广泛的概括同时反映复杂世界的已知特性至关重要。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验