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从感性到语言中介的分类。

From perceptual to language-mediated categorization.

机构信息

Department of Psychology, Lancaster University, , Lancaster LA1 4YW, UK.

出版信息

Philos Trans R Soc Lond B Biol Sci. 2013 Dec 9;369(1634):20120391. doi: 10.1098/rstb.2012.0391. Print 2014.

Abstract

From at least two months onwards, infants can form perceptual categories. During the first year of life, object knowledge develops from the ability to represent individual object features to representing correlations between attributes and to integrate information from different sources. At the end of the first year, these representations are shaped by labels, opening the way to conceptual knowledge. Here, we review the development of object knowledge and object categorization over the first year of life. We then present an artificial neural network model that models the transition from early perceptual categorization to categories mediated by labels. The model informs a current debate on the role of labels in object categorization by suggesting that although labels do not act as object features they nevertheless affect perceived similarity of perceptually distinct objects sharing the same label. The model presents the first step of an integrated account from early perceptual categorization to language-based concept learning.

摘要

至少从两个月大开始,婴儿就可以形成知觉类别。在生命的第一年,物体知识的发展从能够表示单个物体特征,发展到表示属性之间的相关性,并整合来自不同来源的信息。在第一年年底,这些表示受到标签的影响,从而开启了概念知识的大门。在这里,我们回顾了生命第一年中物体知识和物体分类的发展。然后,我们展示了一个人工神经网络模型,该模型模拟了从早期的知觉分类到通过标签介导的分类的转变。该模型通过提出标签尽管不作为物体特征起作用,但它们仍然会影响具有相同标签的可感知不同物体的感知相似性,为关于标签在物体分类中的作用的当前争论提供了信息。该模型提出了从早期的知觉分类到基于语言的概念学习的综合解释的第一步。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d0e/3866421/296f8a259ad0/rstb20120391-g1.jpg

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