Textual Lyrics Based Emotion Analysis of Bengali Songs

Devjyoti Nath, Anirban Roy, Sumitra Kumari Shaw, Amlan Ghorai, Shanta Phani
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引用次数: 1

Abstract

The type of song or music a person is listening to, usually represents his state of mind. We find many online music libraries/ repositories and music streaming and media services providers play or store songs or music based on the human emotions. This makes the emotion or mood detection of songs a very interesting study which has got the above mentioned areas of application along with many others. In this paper, we have proposed methods to identify the connotation of any song based on the textual lyrics only. The methods used are the very basic language independent features which show competent performance with F1-score of more than 81%.
基于文本歌词的孟加拉语歌曲情感分析
一个人正在听的歌曲或音乐的类型通常代表了他的精神状态。我们发现许多在线音乐库/存储库、音乐流媒体和媒体服务提供商播放或存储基于人类情感的歌曲或音乐。这使得歌曲的情感或情绪检测成为一项非常有趣的研究,它得到了上述应用领域以及许多其他领域的应用。在本文中,我们提出了仅根据歌词文本来识别歌曲内涵的方法。所使用的方法是非常基本的语言独立特征,表现出良好的性能,f1得分超过81%。
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