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Construction of higher education knowledge map in university libraries based on MOOC

机译:基于MOOC的高校图书馆高等教育知识图谱的构建

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Purpose The purpose of this study was to establish a massive online open course (MOOC)-based map of higher education knowledge and apply it to university libraries. It hoped to provide more targeted and personalized learning services for every learner. Design/methodology/approach In this study, MOOC and university library information services were outlined, the development status of MOOC at home and abroad and the development of university library information services were introduced, and the necessity and significance of MOOC in developing information services in university libraries were analyzed. What is more, the knowledge map of university libraries was explored. The four modules include the construction of data sets, the identification of related entities from plain text, the extraction of entity relationships and the practical application of knowledge maps. For the logical relationship of the course, a combination of knowledge base and machine learning was adopted. In the knowledge map application module, the knowledge map was visualized. Aiming at the generation of personalized learning scheme, a prior data set was constructed by means of the knowledge base. The original problem was considered as a multi-classification problem. K-nearest neighbor classifier divided all courses into four academic years to obtain all courses. According to the course stage, the personalized learning scheme of some majors in higher education was obtained. Findings The experiment showed that it was feasible to apply the higher education knowledge map based on MOOC to university libraries. In addition, it was effective to divide the course into four stages by classifier. In this way, the specific professional training program can be obtained, the information service of the university library can be improved, and the accuracy and richness of the entire learning program can be increased.Originality/value Since the birth of MOOC, they have exerted great influence and enlightenment on universities and relevant educational institutions within a few years. European and American universities take an active part in the construction of the MOOC platform and explore how to make better use of the library to build MOOC resources in practice. It is also a hot topic for university libraries to participate in the construction of MOOC information resources. Therefore, the study of this topic has both theoretical and practical significance.
机译:目的本研究的目的是建立一个基于大规模在线开放课程(MOOC)的高等教育知识地图,并将其应用于大学图书馆。希望为每个学习者提供更有针对性和个性化的学习服务。设计/方法/方法在本研究中,概述了MOOC和大学图书馆信息服务,介绍了MOOC在国内外的发展状况以及大学图书馆信息服务的发展,以及MOOC在发展中国信息服务中的必要性和意义。高校图书馆进行了分析。此外,还探索了大学图书馆的知识图谱。这四个模块包括数据集的构建,从纯文本中识别相关实体,提取实体关系以及知识图的实际应用。对于课程的逻辑关系,采用了知识库和机器学习的组合。在知识图应用模块中,知识图被可视化。针对个性化学习方案的产生,借助知识库构建了先验数据集。最初的问题被认为是一个多分类问题。 K近邻分类器将所有课程划分为四个学年以获得所有课程。根据课程阶段,获得了一些高等教育专业的个性化学习方案。研究结果表明,将基于MOOC的高等教育知识图谱应用于大学图书馆是可行的。另外,通过分类器将课程分为四个阶段是有效的。这样,可以获得特定的专业培训计划,可以改善大学图书馆的信息服务,并可以提高整个学习计划的准确性和丰富性。原创性/价值自MOOC诞生以来,他们就发挥了作用在几年内对大学和相关教育机构产生了巨大的影响和启发。欧美大学积极参与MOOC平台的建设,探索在实践中如何更好地利用图书馆建设MOOC资源。高校图书馆参与MOOC信息资源建设也是一个热门话题。因此,对该课题的研究具有理论和实践意义。

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