Textual Lyrics Based Emotion Analysis of Bengali Songs

Devjyoti Nath, Anirban Roy, Sumitra Kumari Shaw, Amlan Ghorai, Shanta Phani
{"title":"Textual Lyrics Based Emotion Analysis of Bengali Songs","authors":"Devjyoti Nath, Anirban Roy, Sumitra Kumari Shaw, Amlan Ghorai, Shanta Phani","doi":"10.1109/ICDMW51313.2020.00015","DOIUrl":null,"url":null,"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%.","PeriodicalId":426846,"journal":{"name":"2020 International Conference on Data Mining Workshops (ICDMW)","volume":"119 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 International Conference on Data Mining Workshops (ICDMW)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICDMW51313.2020.00015","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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%.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
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%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Synthetic Data by Principal Component Analysis Deep Contextualized Word Embedding for Text-based Online User Profiling to Detect Social Bots on Twitter Integration of Fuzzy and Deep Learning in Three-Way Decisions Mining Heterogeneous Data for Formulation Design Restructuring of Hoeffding Trees for Trapezoidal Data Streams
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1