Analysing Word Stress and its effects on Assamese and Mizo using Machine Learning

Jubilee Gogoi, Sanghamitra Nath
{"title":"Analysing Word Stress and its effects on Assamese and Mizo using Machine Learning","authors":"Jubilee Gogoi, Sanghamitra Nath","doi":"10.1109/PCEMS58491.2023.10136105","DOIUrl":null,"url":null,"abstract":"Stress identification is an important problem in speech processing, which aims to convey special attention to the listeners. Stressed words or syllables result in changing the meaning of a sentence. In the case of tonal languages, stress identification is essential to understand how stress over words may affect the tone. This work is an attempt to identify the effects of stress on tones in Mizo and intonation in Assamese. It also aims to analyze the co-articulatory effects of stress and tones in Mizo and stress and intonation in Assamese with the help of an audio dataset. Although a few works are available to identify the effects of tones and stress, for Indian languages especially, in North East Indian languages which are extremely low in resources, to the best of our knowledge, no such work is available. For our work, we have considered one tonal language, i.e., Mizo or Lushai, spoken in and around the state of Mizoram, and one non-tonal language, i.e., Assamese, spoken in and around the state of Assam in India.","PeriodicalId":330870,"journal":{"name":"2023 2nd International Conference on Paradigm Shifts in Communications Embedded Systems, Machine Learning and Signal Processing (PCEMS)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 2nd International Conference on Paradigm Shifts in Communications Embedded Systems, Machine Learning and Signal Processing (PCEMS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PCEMS58491.2023.10136105","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Stress identification is an important problem in speech processing, which aims to convey special attention to the listeners. Stressed words or syllables result in changing the meaning of a sentence. In the case of tonal languages, stress identification is essential to understand how stress over words may affect the tone. This work is an attempt to identify the effects of stress on tones in Mizo and intonation in Assamese. It also aims to analyze the co-articulatory effects of stress and tones in Mizo and stress and intonation in Assamese with the help of an audio dataset. Although a few works are available to identify the effects of tones and stress, for Indian languages especially, in North East Indian languages which are extremely low in resources, to the best of our knowledge, no such work is available. For our work, we have considered one tonal language, i.e., Mizo or Lushai, spoken in and around the state of Mizoram, and one non-tonal language, i.e., Assamese, spoken in and around the state of Assam in India.
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
使用机器学习分析单词重音及其对阿萨姆语和米佐语的影响
重音识别是语音处理中的一个重要问题,其目的是向听者传达特殊的注意。重读的单词或音节会改变句子的意思。在声调语言的情况下,重音识别对于理解单词上的重音如何影响音调是至关重要的。这项工作是试图确定重音对米佐语声调和阿萨姆语语调的影响。它还旨在借助音频数据集分析米佐语的重音和音调以及阿萨姆语的重音和语调的共同发音效果。虽然有一些作品可以确定音调和重音的影响,但就我们所知,对于印度语言,特别是资源极其匮乏的东北印度语言,没有这样的作品可用。在我们的工作中,我们考虑了一种声调语言,即米佐拉姆邦及其周边地区使用的米佐拉语或鲁塞语,以及一种非声调语言,即印度阿萨姆邦及其周边地区使用的阿萨姆语。
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
Interactive Zira Voice Assistant- A Personalized Desktop Application Gait-Face Based Human Recognition From Distant Video Survey on Diverse Image Inpainting using Diffusion Models Survey, Analysis and Association Rules derivation using Apriori Method for buying preference amongst kids of age-group 5 to 9 in India Implementing Chaos Based Optimisations on Neural Networks for Predictions of Distributed Denial-of-Service (DDoS) Attacks
×
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