基于Bloom分类法的自动排序规划定制教学推荐

Newarney Torrezão da Costa, Denis José Almeida, Gustavo Prado Oliveira, M. A. Fernandes
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引用次数: 0

摘要

虚拟学习环境中教学行动的个性化排序和推荐是促进计算机辅助支持下有效学习过程的相关方面。因此,这项工作研究了自动化计划的使用,以根据学生的配置文件对这些操作进行排序。行为的建模与布鲁姆分类法所描述的认知过程相对应,学生的个人资料是使用修订的学习清单方法设置的。这两种模型都有与认知过程相关的理论基础,这两种理论的映射是本研究合并的贡献之一。在规划中,通过使用遗传算法和将问题表述为优化问题,可以正确地管理对良好解决方案的搜索,正如本工作所展示的那样。通过使用Digital Bloom的分类法,可以得到一组推荐的操作。实验对象为41名学生。结果令人鼓舞,并证明了该建议的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Customized Pedagogical Recommendation Using Automated Planning for Sequencing Based on Bloom's Taxonomy
Personalized sequencing and recommendation of pedagogical actions in virtual learning environments are relevant aspects in promoting an effective learning process with computer-aided support. Hence, this work investigates the use of automated planning to sequence these actions according to student profiles. Actions are modeled to correspond to the cognitive process described by Bloom’s Taxonomy, and the student profile is set using the Revised Approaches to Studying Inventory. Both models share theoretical foundations linked to the cognitive process, and the mapping of these two theories is one of the contributions merged into this study. In planning, through use of a genetic algorithm and the problem formulation as an optimization problem, one can correctly manage the search for good solutions, as demonstrated in this work. Through use of Digital Bloom’s Taxonomy, one arrives at a recommend set of actions. Experiments were performed using 41 students. The results were promising and demonstrate the viability of the proposal.
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