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Enriching e-learning metadata through digital library usage analysis

机译:通过数字图书馆使用分析丰富电子学习元数据

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Purpose - The purpose of this research is to propose an evaluation framework for analyzing learning objects usage, with the aim of extracting useful information for improving the quality of the metadata used to describe the learning objects, but also for personalization purposes, including user models and adaptive itineraries. Design/methodology/approach - The paper presents experimental results from the log usage analysis during one academic semester of two different subjects, 350 students. The experiment examines raw server log data generated from the interactions of the students with the classroom learning objects, in order to find relevant information that can be used to improve the metadata used for describing both the learning objects and the learning process. Findings - Preliminary studies have been carried out in order to obtain an initial picture of the interactions between learners and the virtual campus, including both services and resources usage. These studies try to establish relationships between user profiles and their information and navigational behavior in the virtual campus, with the aim of promoting personalization and improving the understanding of what learning in virtual environments means. Research limitations/implications - During the formal learning process, students use learning resources from the virtual classroom provided by the academic library, but they also seek information outside the virtual campus. All these usage data are not considered in the model proposed here. Further research is needed in order to obtain a complete view of the seeking information behavior of students for improving the users' profile and creating better personalized services. Practical implications - This paper suggests how a selection of fields used in the LOM standard could be used for enriching the description of learning objects, automatically in some cases, from the learning objects usage performed by an academic community. Originality/value - From libraries beginnings, they have been a "quiet storage place". With the development of digital libraries, they become a meeting place where explicit and implicit recommendations about information sources can be shared among users. Social and learning process interactions, therefore, can be considered another knowledge source.
机译:目的-这项研究的目的是提出一个评估学习对象使用情况的评估框架,目的是提取有用的信息,以提高用于描述学习对象的元数据的质量,还用于个性化目的,包括用户模型和适应性路线。设计/方法/方法-本文介绍了在350个学生的两个不同学科的一个学期中,日志使用分析得出的实验结果。该实验检查了从学生与课堂学习对象的互动中生成的原始服务器日志数据,以便找到可以用于改进用于描述学习对象和学习过程的元数据的相关信息。发现-已进行初步研究,以初步了解学习者与虚拟校园之间的互动,包括服务和资源使用情况。这些研究试图在虚拟校园中建立用户个人资料与其信息和导航行为之间的关系,目的是促进个性化并提高对虚拟环境中学习含义的理解。研究局限性/含义-在正式学习过程中,学生使用大学图书馆提供的虚拟教室中的学习资源,但他们也在虚拟校园之外寻求信息。在此提出的模型中未考虑所有这些使用情况数据。为了获得学生寻求信息行为的完整视图,需要进行进一步的研究,以改善用户的个人资料并创建更好的个性化服务。实际意义-本文提出了如何使用LOM标准中的某些字段来自动丰富学术团体对学习对象的使用,从而在某些情况下自动丰富学习对象的描述。原创性/价值-从图书馆开始,它们就一直是“安静的存储场所”。随着数字图书馆的发展,它们成为一个聚会场所,可以在用户之间共享有关信息源的显式和隐式建议。因此,社交和学习过程的互动可以视为另一种知识来源。

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