Generation of adaptive learning path based on concept map and immune algorithm

Cunling Bian, Shijun Dong, Chunrong Li, Zheng Shi, Weigang Lu
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引用次数: 3

Abstract

In recent years, the research of adaptive learning path has drawn a lot of attentions, which organizes the learning resources in accordance with the learner's attributes. As a result, it is quite necessary to find an efficient implementation approach for generating the adaptive learning path. In this paper, we first create a learner-centered concept map by graph theory. Then learning object (LO) is applied as an organization model for learning resource and we apply the immune algorithm (IA) into its selection to generate the optimal learning path. The simulation results show that the proposed approach is effective for adaptive learning path generation.
基于概念图和免疫算法的自适应学习路径生成
近年来,适应学习路径的研究备受关注,它根据学习者的属性组织学习资源。因此,有必要寻找一种有效的实现方法来生成自适应学习路径。在本文中,我们首先利用图论创建了一个以学习者为中心的概念图。然后将学习对象(LO)作为学习资源的组织模型,并将免疫算法(IA)应用到学习对象的选择中,生成最优学习路径。仿真结果表明,该方法对自适应学习路径生成是有效的。
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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