Adaptive Drum Kit Learning System: Impact on Students’ Learning Outcomes

Mladen Konecki
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Abstract

Computer technology is increasingly integrated into various teaching and educational processes. The role of various educational tools and artificial intelligence in the educational process is becoming more and more significant for overall educational success. In this paper, a review of the scientific literature on the application of computer technology for music education is given, with an emphasis on learning to play musical instruments. It has been observed that for many created systems, proper evaluation was not conducted to determine the created systems’ effectiveness in achieving desired learning outcomes. An innovative part of this paper is a description of a new conceptual model of an adaptive system for self-paced learning to play musical instruments. A prototype of an adaptive drum kit learning system has been created based on the presented model. The main goal of this research was to determine the effectiveness of created prototype in achieving students’ learning outcomes. In the evaluation process, the use of created prototype was compared to other self-paced learning methods to learn how to play the drum kit. The obtained data were analyzed by ANOVA method, along with other appropriate statistical methods. The results of the research showed that the use of an adaptive drum kit learning system has a positive impact on achieving learning outcomes. The participants who learned to play using the created prototype were more precise in playing, played more accurate rhythmic patterns, and were rated with higher marks by an independent expert compared to the control groups. Based on the obtained results, it can be concluded that there is a potential for the application of computer technology in the process of learning to play musical instruments.
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自适应鼓包学习系统:对学生学习成果的影响
计算机技术越来越多地融入各种教学和教育过程。各种教育工具和人工智能在教育过程中的作用对整体教育的成功越来越重要。本文综述了计算机技术在音乐教育中应用的科学文献,重点介绍了乐器学习。据观察,对于许多创建的系统,没有进行适当的评估来确定创建的系统在实现预期学习成果方面的有效性。本文的创新之处在于描述了一种新的自适应系统概念模型,用于乐器的自定节奏学习。基于所提出的模型,建立了一个自适应架子鼓学习系统的原型。本研究的主要目的是确定创建原型在实现学生学习成果方面的有效性。在评估过程中,将使用创建的原型与其他自定节奏的学习方法进行比较,以学习如何演奏架子鼓。所得数据采用方差分析方法,并结合其他适当的统计方法进行分析。研究结果表明,使用自适应架子鼓学习系统对实现学习成果有积极的影响。与对照组相比,使用制作的原型学习演奏的参与者在演奏时更精确,演奏出更准确的节奏模式,并获得独立专家的更高分数。基于所获得的结果,可以得出结论,计算机技术在乐器学习过程中的应用是有潜力的。
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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CiteScore
2.80
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0.00%
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120
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