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arXiv 2107.06015cs.CYcs.AImath.HO
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数学教育用人工智能系统的分类

A Classification of Artificial Intelligence Systems for Mathematics Education

Universidad de Cantabria(坎塔布里亚大学);Universitat de València(瓦伦西亚大学)

Steven Van Vaerenbergh, Adrián Pérez-Suay

摘要:

本章概述了在当代数学教育(ME)数字化工具中使用的不同人工智能(AI)系统。它针对人工智能和机器学习(ML)的研究人员,我们为他们提供了一些关于教育应用中使用的特定技术的信息;以及ME的研究人员,我们澄清:i)当前人工智能技术的可能性是什么,ii)仍然遥不可及,iii)在不久的将来会有什么。我们通过建立作为数字ME应用程序中的组件的AI工具的高级分类来开始我们的分析。然后,我们详细描述了这些人工智能工具,特别是ML,如何用于两个关键应用,特别是基于人工智能的计算器和智能辅导系统。在本章结束时,我们将讨论学生建模系统及其与人工智能的关系。

英文摘要:

This chapter provides an overview of the different Artificial Intelligence (AI) systems that are being used in contemporary digital tools for Mathematics Education (ME). It is aimed at researchers in AI and Machine Learning (ML), for whom we shed some light on the specific technologies that are being used in educational applications; and at researchers in ME, for whom we clarify: i) what the possibilities of the current AI technologies are, ii) what is still out of reach and iii) what is to be expected in the near future. We start our analysis by establishing a high-level taxonomy of AI tools that are found as components in digital ME applications. Then, we describe in detail how these AI tools, and in particular ML, are being used in two key applications, specifically AI-based calculators and intelligent tutoring systems. We finish the chapter with a discussion about student modeling systems and their relationship to artificial general intelligence.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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