Personalization in Context-aware Ubiquitous Learning-Log System

Mengmeng Li, H. Ogata, Bin Hou, Noriko Uosaki, Y. Yano
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引用次数: 38

Abstract

This paper describes a ubiquitous learning log system called SCROLL (System for Capturing and Reminding of Learning Log). Learning log stands for the log of knowledge or learning experience acquired ubiquitously. This study primarily exploits a personalized learning and context-aware method supporting ubiquitous learning log system. Its aims lie in helping learners recall what they have logged (learned) making use of the contexts and learners' learning habits. The method contains three main measures, which are to recommend learning objects in accordance with both learners' needs and contexts, to detect their learning habits using the context history and to prompt them to review what they have learned regarding their learning habits. What's more, by monitoring learners' reaction on the recommendation or prompting, the method can improve its prediction. An experiment was conducted to evaluate SCROLL and the method. The results demonstrate that the system is very helpful for the learners and they benefit from the context-based recommendation and learning-style based prompting well.
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上下文感知泛在学习日志系统中的个性化
本文描述了一个泛在学习日志系统,称为SCROLL (system for capture and remind of learning log)。学习日志代表无处不在的知识或学习经验的日志。本研究主要利用一种支持泛在学习日志系统的个性化学习和上下文感知方法。它的目的在于帮助学习者利用上下文和学习者的学习习惯来回忆他们所记录(学习)的内容。该方法包括三个主要措施,即根据学习者的需要和语境推荐学习对象,利用语境历史来发现学习者的学习习惯,并促使他们回顾自己所学的关于学习习惯的知识。此外,通过监测学习者对推荐或提示的反应,可以提高该方法的预测能力。通过实验对SCROLL和该方法进行了评价。结果表明,基于上下文的推荐和基于学习风格的提示对学习者有很大的帮助。
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