Towards a Personalized Adaptive Remedial e-Learning Model

G. Musumba, R. Wario
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引用次数: 2

Abstract

Recently, demand for database programming specialists has greatly increased in Kenya. These professionals play a key role in the computing and software development industries. Although database programming skills are key fundamentals for learners in computing disciplines, skills mastery by students is still not easy. For these reasons, this study establishes an adaptive remedial learning model to assist learners in their quest of gaining skills online. The proposed solution adopts the use of fuzzy logic theory to create an appropriate learning path based on the learners’ prior concepts miscomprehensions. This technique selects a suitable remedial materials for learners after constructing a learning path based on the learners’ preference. After evaluation of the model through conducting several experiments, it is proposed that it can be used to offer a comprehensive and stable remedial learning environment for any LMS. Analysis of the model by learners confirm that it has achieved the effects of remedial and adaptive learning.
迈向个性化自适应补习电子学习模式
最近,肯尼亚对数据库编程专家的需求大大增加。这些专业人员在计算机和软件开发行业中发挥着关键作用。虽然数据库编程技能是计算机学科学习者的关键基础,但学生掌握这些技能仍然不容易。基于这些原因,本研究建立了一个自适应补习学习模式,以帮助学习者寻求在线获得技能。该解决方案采用模糊逻辑理论,根据学习者的先验概念误解创建合适的学习路径。该技术根据学习者的偏好构建学习路径,为学习者选择合适的补习材料。通过多次实验对该模型进行评价后,提出该模型可用于为任何LMS提供全面稳定的补习学习环境。学习者对该模型的分析证实该模型达到了补救性和适应性学习的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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