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Automatic e-content sequencing system for personalised learning environments by using fuzzy AHP based on multiple intelligences
Journal of Information Science ( IF 2.4 ) Pub Date : 2021-08-30 , DOI: 10.1177/01655515211041333
Ebru Yilmaz İnce 1 , Murat İnce 1
Affiliation  

The use of personalised learning environments (PLEs) and adaptive learning environments (ALEs) in education has increased during the COVID-2019 pandemic. Thus, the need of effective and high-quality PLEs and ALEs has emerged but developing such learning environments has some difficulties such as the need for a huge number of qualified e-contents. Generation of e-contents for these systems is a time-consuming and costly process. Moreover, presenting the same e-content for each student is not effective because each student can have different intelligence type. To overcome these problems, low cost, reusable and dynamic e-contents can be used for PLE and ALE systems. For this purpose, fuzzy analytic hierarchy process (FAHP) was used to provide sequenced e-contents for PLE and ALE systems. This proposed system was used in a case study to investigate its impact on learning process. The performance of the proposed study was compared with analytical hierarchy process (AHP), which is another multi-criteria decision-making (MCDM) method, also further statistical analyses were investigated. The results showed that 84.6% of students showed interest in the proposed system, so the FAHP method can be used for presenting personalised e-content effectively.



中文翻译:

基于多元智能模糊层次分析法的个性化学习环境电子内容自动排序系统

在 COVID-2019 大流行期间,个性化学习环境 (PLE) 和自适应学习环境 (ALE) 在教育中的使用有所增加。因此,出现了对有效和高质量的 PLE 和 ALE 的需求,但开发这样的学习环境存在一些困难,例如需要大量合格的电子内容。为这些系统生成电子内容是一个耗时且成本高昂的过程。此外,为每个学生呈现相同的电子内容是无效的,因为每个学生可能具有不同的智力类型。为了克服这些问题,可以将低成本、可重复使用和动态的电子内容用于 PLE 和 ALE 系统。为此,使用模糊层次分析法 (FAHP) 为 PLE 和 ALE 系统提供有序的电子内容。该提议的系统用于案例研究,以调查其对学习过程的影响。将所提出的研究的性能与另一种多标准决策 (MCDM) 方法的层次分析法 (AHP) 进行了比较,并对进一步的统计分析进行了调查。结果表明,84.6%的学生对所提出的系统表现出兴趣,因此FAHP方法可以有效地呈现个性化电子内容。

更新日期:2021-08-31
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