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Towards a category theory approach to analogy: Analyzing re-representation and acquisition of numerical knowledge

机译:迈向类比方法的类比:分析数字知识的重新表示和获取

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摘要

Category Theory, a branch of mathematics, has shown promise as a modeling framework for higher-level cognition. We introduce an algebraic model for analogy that uses the language of category theory to explore analogy-related cognitive phenomena. To illustrate the potential of this approach, we use this model to explore three objects of study in cognitive literature. First, (a) we use commutative diagrams to analyze an effect of playing particular educational board games on the learning of numbers. Second, (b) we employ a notion called coequalizer as a formal model of re-representation that explains a property of computational models of analogy called “flexibility” whereby non-similar representational elements are considered matches and placed in structural correspondence. Finally, (c) we build a formal learning model which shows that re-representation, language processing and analogy making can explain the acquisition of knowledge of rational numbers. These objects of study provide a picture of acquisition of numerical knowledge that is compatible with empirical evidence and offers insights on possible connections between notions such as relational knowledge, analogy, learning, conceptual knowledge, re-representation and procedural knowledge. This suggests that the approach presented here facilitates mathematical modeling of cognition and provides novel ways to think about analogy-related cognitive phenomena.
机译:范畴论是数学的一个分支,它已显示出希望作为高级认知的建模框架。我们引入类比的代数模型,该模型使用类别理论的语言来探索类比相关的认知现象。为了说明这种方法的潜力,我们使用该模型探索认知文学中的三个研究对象。首先,(a)我们使用交换图来分析玩特定的教育棋盘游戏对数字学习的影响。其次,(b)我们采用称为共均衡器的概念作为重新表示的形式模型,该概念解释了类比计算模型的一种特性,即“灵活性”,其中非相似表示元素被视为匹配并置于结构对应中。最后,(c)我们建立了一个正式的学习模型,该模型表明重新表示,语言处理和类比制作可以解释对有理数知识的获取。这些研究对象提供了与经验证据兼容的数字知识的获取图景,并提供了对诸如关系知识,类比,学习,概念知识,重新表示和程序知识之类的概念之间可能的联系的见解。这表明本文介绍的方法有助于认知的数学建模,并提供思考类推相关认知现象的新颖方法。

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