用捕食-捕食算法求解自适应课程排序问题

Marcelo de Oliveira Costa Machado, E. Barrére, J. Souza
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引用次数: 10

摘要

适应性课程排序仍然是适应性学习领域的一个挑战。ACS是一个np困难问题,特别是考虑到学生和学习材料的几个约束,当从可以选择多个序列的存储库中选择一个序列时。因此,这刺激了一些研究人员使用进化方法来寻找令人满意的解决方案。这项工作探索了对ACS问题的捕食者-捕食者算法的适应。使用真实学生数据集的教学实验和使用合成数据集的收敛实验表明,所提出的解决方案适用于该问题,尽管它是自适应学习文献中尚未探索的解决方案。
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Solving the Adaptive Curriculum Sequencing Problem with Prey-Predator Algorithm
Adaptive curriculum sequencing (ACS) is still a challenge in the adaptive learning field. ACS is a NP-hard problem especially considering the several constraints of the student and the learning material when selecting a sequence from repositories where several sequences could be chosen. Therefore, this has stimulated several researchers to use evolutionary approaches in the search for satisfactory solutions. This work explores the use of an adaptation of the prey-predator algorithm for the ACS problem. Pedagogical experiments with a real student dataset and convergence experiments with a synthetic dataset have shown that the proposed solution is suitable for the problem, although it is a solution not yet explored in the adaptive learning literature.
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