Toward a Context-Aware Course-Planning Model in Pervasive Learning Environments

Mohamed Kosrane, Mohamed Gharzouli
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Abstract

This article proposes a context-aware course-planning model for pervasive learning environments. The model considers learners’ preferences, including their learning styles, locations, activities, and devices. The model generates four-dimensional contexts based on these preferences, each dimension being a weighted vector of visual, aural, read/write, and kinesthetic (VARK) features. Using a content-based similarity algorithm, the model adapts the course content to each learner’s context. The courses are created in a sequence of rings, each containing all possible learning materials (LMs) that have the same content in different formats. Each LM is represented by a vector with weights like those of the learners’ context dimensions. The model generates all possible plans based on the predefined contexts of the learner, detects the learner’s actual context, and adapts the content accordingly. The goal of the model is to enable learners to learn what they want, in the way they prefer, and to complete courses efficiently, at any time, place, and during any activity, in the appropriate format.
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面向普适学习环境的情境感知课程规划模型
本文提出了一种适用于普适学习环境的上下文感知课程规划模型。该模型考虑了学习者的偏好,包括他们的学习风格、地点、活动和设备。该模型基于这些偏好生成四维上下文,每个维度都是视觉、听觉、读/写和动觉(VARK)特征的加权向量。该模型使用基于内容的相似性算法,使课程内容适应每个学习者的上下文。课程按一系列环创建,每个环包含所有可能的学习材料,这些材料具有不同格式的相同内容。每个LM都由一个向量表示,该向量的权重与学习者的上下文维度的权重相似。该模型基于学习者的预定义上下文生成所有可能的计划,检测学习者的实际上下文,并相应地调整内容。该模式的目标是使学习者能够以他们喜欢的方式学习他们想要的东西,并在任何时间、地点和任何活动中以适当的形式高效地完成课程。
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来源期刊
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发文量
352
审稿时长
12 weeks
期刊介绍: This interdisciplinary journal focuses on the exchange of relevant trends and research results and presents practical experiences gained while developing and testing elements of technology enhanced learning. It bridges the gap between pure academic research journals and more practical publications. So it covers the full range from research, application development to experience reports and product descriptions. Fields of interest include, but are not limited to: -Software / Distributed Systems -Knowledge Management -Semantic Web -MashUp Technologies -Platforms and Content Authoring -New Learning Models and Applications -Pedagogical and Psychological Issues -Trust / Security -Internet Applications -Networked Tools -Mobile / wireless -Electronics -Visualisation -Bio- / Neuroinformatics -Language /Speech -Collaboration Tools / Collaborative Networks
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