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Constructing a User-Friendly and Smart Ubiquitous Personalized Learning Environment by Using a Context-Aware Mechanism

机译:通过使用上下文感知机制构建用户友好和智能无处不在的个性化学习环境

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Although m-learning applications have been widely researched, few studies have investigated applying adaptive learning content to various learning environments and efficient input interfaces. This study combined a context-aware mechanism, which can be used to provide suitable learning information anytime and anyplace by using GPS technology, with a rapid and user-friendly QR code interface input into a personalized context-aware recommendation (PCAR) learning system for enabling learners to immediately save useful external contents as learning materials. To improve students' English application abilities efficiently, GPS combined with an intelligent personalized context-aware learning algorithm was used to obtain English learning content that is more practical. The results of several experiments and investigations indicate that the posttest grades of the experimental group, which used the proposed PCAR system, were higher than those of the control group. Furthermore, approximately 80 percent of the users were satisfied with how the system benefited their learning and with its ease of use. The results also show that the PCAR system markedly enhanced learner interest and learning efficiency by creating a convenient virtual English learning environment.
机译:尽管对移动学习的应用进行了广泛的研究,但很少有研究研究将自适应学习内容应用于各种学习环境和有效的输入界面。这项研究结合了上下文感知机制,该机制可通过使用GPS技术随时随地提供适当的学习信息,并将快速,用户友好的QR码界面输入到个性化的上下文感知推荐(PCAR)学习系统中,使学习者可以立即将有用的外部内容保存为学习材料。为了有效提高学生的英语应用能力,GPS结合智能的个性化上下文感知学习算法,获得了更为实用的英语学习内容。若干实验和调查的结果表明,使用建议的PCAR系统的实验组的后测成绩高于对照组。此外,大约80%的用户对系统如何受益于他们的学习及其易用性感到满意。结果还表明,PCAR系统通过创建便利的虚拟英语学习环境显着提高了学习者的兴趣和学习效率。

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