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Human Spatial Relational Reasoning: Processing Demands, Representations, and Cognitive Model

机译:人类空间关系推理:处理需求,表示形式和认知模型

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摘要

Empirical findings indicate that humans draw inferences about spatial arrangements by constructing and manipulating mental models which are internal representations of objects and relations in spatial working memory. Central to the Mental Model Theory (MMT), is the assumption that the human reasoning process can be divided into three phases: (ⅰ) Mental model construction, (ⅱ) model inspection, and (ⅲ) model validation. The MMT can be formalized with respect to a computational model, connecting the reasoning process to operations on mental model representations. In this respect a computational model has been implemented in the cognitive architecture ACT-R capable of explaining human reasoning difficulty by the number of model operations. The presented ACT-R model allows simulation of psychological findings about spatial reasoning problems from a previous study that investigated conventional behavioral data such as response times and error rates in the context of certain mental model construction principles.
机译:经验发现表明,人类通过构建和操纵心理模型来得出有关空间安排的推论,心理模型是空间工作记忆中对象和关系的内部表示形式。心智模型理论(MMT)的核心假设是,人类推理过程可以分为三个阶段:(ⅰ)心智模型构建,(ⅱ)模型检查和(ⅲ)模型验证。 MMT可以针对计算模型进行形式化,将推理过程与心智模型表示的操作联系起来。在这方面,已经在认知体系ACT-R中实现了计算模型,该计算模型能够通过模型操作的数量来解释人类推理的困难。提出的ACT-R模型可以模拟来自先前研究的有关空间推理问题的心理发现,该研究在某些心理模型构建原则的背景下研究了常规行为数据,例如响应时间和错误率。

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