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Interoperability Standards for Adaptive Instructional Systems: Vertical and Horizontal Integrations

机译:自适应教学系统的互操作性标准:垂直和水平集成

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Adaptive instructional systems (AISs) - tools and methods that tailor each student's instructional experiences to their needs within a set of domain learning objectives - are becoming increasingly common. In an ideal configuration, AISs work in concert using open interoperability standards to provide a seamless experience for students and instructors, while leveraging high-frequency contextual data to inform the learning flow. With the large amount of learning interactions that can take place in AISs, however, existing industry standards are unable to support the interoperability and extensibility of components within an AIS and among different AISs. In this paper, we propose extensions on top of current industry standards to enable interoperability among components within an AIS. We also discuss the need of interoperability standards across different AISs on the learning ontology and data models, and the opportunity to leverage recent advances in federated machine learning to enable horizontal integration across separate AISs.
机译:自适应教学系统(AIS)-在一组领域学习目标中根据每个学生的需求量身定制其教学经验的工具和方法-变得越来越普遍。在理想的配置中,AIS使用开放的互操作性标准协同工作,以为学生和教师提供无缝的体验,同时利用高频上下文数据通知学习流程。然而,由于在AIS中可能发生大量的学习互动,因此,现有的行业标准无法支持AIS中以及不同AIS之间组件的互操作性和可扩展性。在本文中,我们建议在当前行业标准的基础上进行扩展,以实现AIS中组件之间的互操作性。我们还将讨论在学习本体和数据模型上跨不同AIS的互操作性标准的需求,以及利用联合机器学习的最新进展实现跨独立AIS的水平集成的机会。

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