Determination of Learning Media in Elementary School using Multi-Objective Optimization on the Basis of Ratio Analysis Method

Netta Divana Vita Sembiring, Irma Wulandari, D. Permatasari
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Abstract

In the learning process, learning media serves to improve the quality of the teaching and learning process. However, so far the determination of learning media in a class has not paid attention to several aspects, namely ease in getting media, characteristics of students to the type of media, learning time in the use of media, as well as funds needed to obtain media. This study aims to assist teachers in determining the optimal learning media based on student learning styles, as well as using the Multi-Objective Optimization on the Basis of Ratio Analysis (MOORA) method in the optimization process. Determination of student learning styles is determined through filling questionnaires by students in the system that has been given a knowledge base and rules for determining learning styles. The MOORA method is used as a multi-objective system that optimizes several conflicting attributes simultaneously. The attributes needed in the optimization process in determining learning media are the ease of getting the media and student learning styles as the attributes to be maximized, as well as the time and funds required as the attributes to be minimized. The experimental result demonstrates that as much as 0.0859% for the assessment of each student experiencing a discrepancy because several factors can affect the acquisition of student learning outcomes, namely internal, external, and learning approaches. Besides, the assessment of the grade average shows a mismatch of 0.25%, because the system uses several criteria so that it does not only focus on the assessment criteria.
基于比例分析法的多目标优化确定小学学习媒介
在学习过程中,学习媒体为提高教学质量和学习过程服务。然而,到目前为止,课堂学习媒体的确定还没有考虑到几个方面,即获取媒体的难易程度,学生对媒体类型的特点,媒体使用中的学习时间,以及获取媒体所需的资金。本研究旨在帮助教师根据学生的学习风格确定最佳的学习媒体,并在优化过程中使用基于比率分析的多目标优化(MOORA)方法。学生学习风格的确定是通过学生在系统中填写问卷来确定的,该系统具有确定学习风格的知识库和规则。将MOORA方法作为一个多目标系统,同时对多个冲突属性进行优化。在确定学习媒体的优化过程中需要的属性是,是否容易将媒体和学生的学习方式作为要最大化的属性,以及所需的时间和资金作为要最小化的属性。实验结果表明,由于影响学生学习成果获得的几个因素,即内部因素、外部因素和学习方法,对每个学生的评估存在高达0.0859%的差异。此外,平均成绩的评估出现了0.25%的错配,因为该系统使用了多个标准,因此并不只关注评估标准。
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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