【2h】

Abstraction in perceptual symbol systems.

机译:感知符号系统中的抽象。

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摘要

After reviewing six senses of abstraction, this article focuses on abstractions that take the form of summary representations. Three central properties of these abstractions are established: ( i ) type-token interpretation; (ii) structured representation; and (iii) dynamic realization. Traditional theories of representation handle interpretation and structure well but are not sufficiently dynamical. Conversely, connectionist theories are exquisitely dynamic but have problems with structure. Perceptual symbol systems offer an approach that implements all three properties naturally. Within this framework, a loose collection of property and relation simulators develops to represent abstractions. Type-token interpretation results from binding a property simulator to a region of a perceived or simulated category member. Structured representation results from binding a configuration of property and relation simulators to multiple regions in an integrated manner. Dynamic realization results from applying different subsets of property and relation simulators to category members on different occasions. From this standpoint, there are no permanent or complete abstractions of a category in memory. Instead, abstraction is the skill to construct temporary online interpretations of a category's members. Although an infinite number of abstractions are possible, attractors develop for habitual approaches to interpretation. This approach provides new ways of thinking about abstraction phenomena in categorization, inference, background knowledge and learning.
机译:在回顾了六种抽象感之后,本文重点介绍采用摘要表示形式的抽象。建立了这些抽象的三个主要属性:(i)类型标记解释; (ii)结构化代表; (iii)动态实现。传统的表示理论很好地处理了解释和结构,但不够动态。相反,连接主义理论是非常动态的,但结构存在问题。感知符号系统提供了一种自然实现所有三个属性的方法。在此框架内,开发了一组松散的属性和关系模拟器来表示抽象。类型标记解释是由于将属性模拟器绑定到感知或模拟类别成员的区域而产生的。结构化表示来自将属性和关系模拟器的配置以集成方式绑定到多个区域的结果。动态实现是在不同情况下将属性和关系模拟器的不同子集应用于类别成员的结果。从这个角度来看,内存中没有永久或完整的类别抽象。相反,抽象是构建类别成员的临时在线解释的技能。尽管可能有无数种抽象,但是吸引子的出现是为了习惯性的解释方法。这种方法为分类,推理,背景知识和学习中的抽象现象提供了新的思维方式。

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