Conceptual Framework of a Synthesized Adaptive e-Learning and e-Mentoring System Using VARK Learning Styles with Data Mining Methodology

Oranuch Pantho, M. Tiantong
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引用次数: 4

Abstract

Currently, e-learning systems are becoming more popular. This is because e-learning systems provide learners freedom to study with unlimited time and at any location. But, most of the e-learning systems present the same learning content without regard to different learning styles of learners. Many learners have to adapt to different learning styles such as learning content from images which is not specifically targeted at their needs. Meanwhile, other learners may have aptitude in reading or from listening, etc. Therefore, learning and teaching processes are important issues that teachers need to adjust their teaching according to individual learners. If each learner obtains content that aligns with their own learning style, it will lead to more achievement. The purpose of this research is to synthesize the learning model of adaptive e-learning and e-mentoring system in order to recommend learners and analyze the VARK learning style (VARK is an acronym for visual, aural, read/write, and kinesthetic) by using data mining methodology. The synthesized model consists of four modules which are 1) esaB eluR KRAV eludoM2) VARK Learner Module 3) Content Module and 4) Learning Module.
基于VARK学习风格和数据挖掘方法的综合自适应电子学习和电子指导系统概念框架
目前,电子学习系统正变得越来越流行。这是因为电子学习系统为学习者提供了无限制时间和在任何地点学习的自由。但是,大多数电子学习系统都提供相同的学习内容,而没有考虑学习者的不同学习风格。许多学习者不得不适应不同的学习方式,比如从图像中学习内容,而这些内容并不是专门针对他们的需要。同时,其他学习者可能在阅读或听力等方面有天资。因此,学习和教学过程是教师需要根据学习者个体调整教学的重要问题。如果每个学习者获得的内容都符合他们自己的学习风格,就会取得更多的成就。本研究的目的是综合自适应电子学习和电子辅导系统的学习模型,以推荐学习者,并利用数据挖掘方法分析VARK学习风格(VARK是视觉、听觉、读写和动觉的首字母缩写)。综合模型由四个模块组成:1)esaB eluR KRAV eludoM2) VARK学习者模块3)内容模块和4)学习模块。
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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