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An Intelligent Course Decision Assistant by Mining and Filtering Learners’ Personality Patterns

机译:采矿和过滤学习者人格模式的智能课程决策助理

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摘要

For a student, determining how to choose from a set of courses is an important issue prior to learning. An appropriate learning guide can direct students toward an area of interest. The learning results produced by the student in this case are superior due to their strong interest in the subject matter. Although a number of methods have been proposed to address this issue, the effectiveness remains unsatisfactory. To this end, we created an effective system, called the personality-driven course decision assistant, to help students determine the courses they should select by mining and filtering learners’ personality patterns. For learner pattern mining, the relationships between the students’ learning results and the referred personalities are discovered to provide the learners with valuable information before learning. For filtering learner personality patterns, students with similar personality patterns are filtered to predict the potential learning results. Through the actual system, a number of subjective and objective evaluations were conducted, and the evaluation results reveal that the proposed system is highly effective and reliable.
机译:对于学生,确定如何从一组课程中选择是在学习之前的一个重要问题。适当的学习指南可以指导学生迈向感兴趣的领域。在这种情况下,学生产生的学习结果由于他们对主题的强烈兴趣而优越。虽然已经提出了许多方法来解决这个问题,但有效性仍然不满意。为此,我们创建了一个有效的系统,称为人格驱动的课程决策助理,帮助学生确定他们应该通过采矿和过滤学习者的人格模式选择的课程。对于学习者模式挖掘,学生的学习结果与提到的个性之间的关系被发现在学习前向学习者提供有价值的信息。对于过滤学习者人格模式,过滤具有类似个性模式的学生以预测潜在的学习结果。通过实际系统,进行了许多主观和客观评估,评价结果表明,该系统具有高效可靠。

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