Jaafar Zubairu Maitama, Usman Haruna, Abdullahi Ya'u Gambo, B. A. Thomas, Norisma Binti Idris, A. Gital, Adamu I. Abubakar
{"title":"Text normalization algorithm for facebook chats in Hausa language","authors":"Jaafar Zubairu Maitama, Usman Haruna, Abdullahi Ya'u Gambo, B. A. Thomas, Norisma Binti Idris, A. Gital, Adamu I. Abubakar","doi":"10.1109/ICT4M.2014.7020605","DOIUrl":null,"url":null,"abstract":"The rapid increase in using non-standard words (NSWs) in communication through the social media is causing difficulties in understanding contents of the text messages. In addition, it affects the performance of several natural language processing (NLP) task such as machine translation, information retrievals, summarization and etc. In this study, we present an automatic text normalization system on Facebook chatting based on Hausa language. The proposed algorithm manually developed dictionary that employ normalization of each non-standard word with its equivalent standard word. This is accomplished through modification of the technique employed by [1] to fit Hausa NSWs' formation. It was found that our proposed algorithm was able to normalized Hausa NSWs with an accuracy of 100%The results of this research can facilitate comprehensive communication via Facebook using Hausa language.","PeriodicalId":327033,"journal":{"name":"The 5th International Conference on Information and Communication Technology for The Muslim World (ICT4M)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"The 5th International Conference on Information and Communication Technology for The Muslim World (ICT4M)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICT4M.2014.7020605","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

摘要

在社交媒体交流中使用非标准词汇的人数迅速增加,这给理解短信内容带来了困难。此外,它还会影响机器翻译、信息检索、摘要等自然语言处理任务的性能。在本研究中,我们提出了一个基于豪萨语的Facebook聊天文本自动规范化系统。该算法将每个非标准词与对应的标准词进行规范化处理,并通过手工创建字典。这是通过修改[1]采用的技术来实现的,以适应豪萨NSWs的地层。研究结果表明,本文提出的算法能够以100%的准确率对豪萨语NSWs进行归一化,为豪萨语在Facebook上的全面交流提供了便利。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Text normalization algorithm for facebook chats in Hausa language
The rapid increase in using non-standard words (NSWs) in communication through the social media is causing difficulties in understanding contents of the text messages. In addition, it affects the performance of several natural language processing (NLP) task such as machine translation, information retrievals, summarization and etc. In this study, we present an automatic text normalization system on Facebook chatting based on Hausa language. The proposed algorithm manually developed dictionary that employ normalization of each non-standard word with its equivalent standard word. This is accomplished through modification of the technique employed by [1] to fit Hausa NSWs' formation. It was found that our proposed algorithm was able to normalized Hausa NSWs with an accuracy of 100%The results of this research can facilitate comprehensive communication via Facebook using Hausa language.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信