Android Based Hate Speech Search Applications Using TF-IDF Algorithm and Vector Space Models

R. Adityo, Tria Rizqi, M. Hamidah
{"title":"Android Based Hate Speech Search Applications Using TF-IDF Algorithm and Vector Space Models","authors":"R. Adityo, Tria Rizqi, M. Hamidah","doi":"10.54732/jeecs.v4i1.120","DOIUrl":null,"url":null,"abstract":"The freedom in the use of social media becomes a common means in voicing opinions and expressions byissuing words or phrases of blasphemy (Hate Speech) in social media like Facebook. Hate speech and blasphemouswords are easily spread across social and general media not found that have transgressed the limits and can trace theunrest. To find out what the users of social media especially Facebook we have issued words or phrases of blasphemyon the basis of this report occurred. The study was conducted by using TF-IDF weighting algorithm and VSM (VectorSpace Model) calculation, while the data used was the 30 users post using Graph API. This research resulted in searchwith recall value: 2/2 = 1 which means the result of the relevant document and the precision value of the search resultis 2/13 = 0,154 which means result also raises irrelevant search result. Percentage of hate speech equivalence valuewas 43%.","PeriodicalId":273708,"journal":{"name":"JEECS (Journal of Electrical Engineering and Computer Sciences)","volume":"33 6 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"JEECS (Journal of Electrical Engineering and Computer Sciences)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.54732/jeecs.v4i1.120","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

The freedom in the use of social media becomes a common means in voicing opinions and expressions byissuing words or phrases of blasphemy (Hate Speech) in social media like Facebook. Hate speech and blasphemouswords are easily spread across social and general media not found that have transgressed the limits and can trace theunrest. To find out what the users of social media especially Facebook we have issued words or phrases of blasphemyon the basis of this report occurred. The study was conducted by using TF-IDF weighting algorithm and VSM (VectorSpace Model) calculation, while the data used was the 30 users post using Graph API. This research resulted in searchwith recall value: 2/2 = 1 which means the result of the relevant document and the precision value of the search resultis 2/13 = 0,154 which means result also raises irrelevant search result. Percentage of hate speech equivalence valuewas 43%.
基于TF-IDF算法和向量空间模型的Android仇恨言论搜索应用
使用社交媒体的自由成为在Facebook等社交媒体上发表亵渎言论(仇恨言论)的言论和表达的常见手段。仇恨言论和亵渎言论很容易在社交媒体和普通媒体上传播,没有发现这些言论越过了界限,可以追踪骚乱。为了找出社交媒体尤其是Facebook的用户,我们发布了亵渎本报告的基础上的单词或短语。本研究采用TF-IDF加权算法和VSM (VectorSpace Model)计算,使用的数据为30个用户使用Graph API发布的帖子。本研究得出的搜索召回值为:2/2 = 1,表示相关文档的结果,搜索结果的精度值为2/13 = 0,154,表示结果也引发了不相关的搜索结果。仇恨言论等值率为43%。
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 求助全文
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:604180095
Book学术官方微信