Classification of Indonesian Music Genres Using the Support Vector Machine Method

Yuni Yuniar, D. Alamsyah, Asti Herliana
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引用次数: 0

Abstract

Music is one of the fields that has many enthusiasts in Indonesia. This is because music has a lot of good influence on the Indonesian people. Of course, every Indonesian people's tastes in music are different, and sometimes there are always people who don't recognize the genre of music because they have similarities in several things. The purpose of this research is to classify Music Genres to help the public recognize the Music Genres that exist in Indonesia. The method used is the Support vector machine method where this method has a way of working by inserting the kernel concept into a high-dimensional space. The results of this study are 87% Classification Accuracy with 8 classes, namely Genres Pop, Jazz, Dangdut, R&B, Reggae, Religion, Ska, and Rock.
印尼音乐体裁的支持向量机分类
音乐是印尼众多爱好者的领域之一。这是因为音乐对印尼人有很多好的影响。当然,每一个印尼人对音乐的品味都是不同的,有时候总会有人因为在几件事情上有相似之处而无法识别音乐的类型。本研究的目的是对音乐流派进行分类,以帮助公众认识存在于印度尼西亚的音乐流派。使用的方法是支持向量机方法,该方法通过将核概念插入高维空间来工作。本研究的结果分类准确率为87%,分为8个类别,分别是Pop、Jazz、Dangdut、R&B、Reggae、Religion、Ska和Rock。
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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