Fuzzy Rule Based Collaborative Peer Learning Methodology for Gradual Learning Engineering Students

Nitin Kumar Saxena, Praveen Kumar Tyagi, N. Gupta
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Abstract

In a centralized education system, end-semester university examinations conduct for all affiliating institutes together under a common umbrella of a state university. However, every institute conducts internal examinations on its own to assess students’ performance from time to time. The student scoring low marks can be termed a gradual learner requiring extra attention. Institutes and departments develop different policies for helping such gradual learners. Subject teachers also give their best and restless efforts to such students so that they can score at least passing marks in end-semester university examinations. But, these students hesitate to interact with their subject teacher beyond regular classes due to their introverted and shy attitudes. Compared with teachers, students feel comfortable interacting with classmates and so, the average or good marks scoring students can help such gradual learners. This paper explains a case study done for gradual learning engineering students. The collaborative teaching pedagogy is used in which gradual learning category students can discuss their subject doubts with their peer students. The highlights of this proposed approach are; (i) to achieve zero carryover paper in the subject, (ii) to develop confidence in gradual learning category students, (iii) to prepare the students as a leader who can work with their team members, and (iv) to understand and bridge the gap in teaching pedagogy for several students’ clusters based on their learning capabilities, (v) validation of the result using the fuzzy rule-based model.
基于模糊规则的渐进式学习工程学生协同同伴学习方法
在一个集中的教育系统中,大学期末考试在一个州立大学的共同保护伞下为所有附属学院进行。但是,每个学院都不定期地进行自己的内部考试来评估学生的表现。得分低的学生可以被称为需要额外注意的渐进学习者。学院和院系制定了不同的政策来帮助这些渐进式学习者。学科老师也会为这些学生付出最大的努力,让他们在大学期末考试中至少取得及格分数。但是,由于他们内向和害羞的态度,这些学生不愿意在常规课堂之外与他们的学科老师互动。与老师相比,学生在与同学的互动中感到舒适,因此,平均分或高分的学生可以帮助这种渐进的学习者。本文介绍了一个针对渐进式学习工程专业学生的案例研究。采用协作式教学法,渐进式学习类学生可以与同侪同学讨论自己的学科疑惑。这一建议方法的重点是;(i)在科目上达到零结题,(ii)培养对渐进式学习类别学生的信心,(iii)将学生培养成一个可以与团队成员合作的领导者,以及(iv)根据学生的学习能力了解和弥合教学方法在几个学生集群中的差距,(v)使用模糊规则模型验证结果。
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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