Fangyi Ye, Guanxuan Chen, Qiang Liu, Lei Zhang, Qinhui Qi, Bo Hu, Xiaoshi Fan
{"title":"A Spam Classification Method Based on Naive Bayes","authors":"Fangyi Ye, Guanxuan Chen, Qiang Liu, Lei Zhang, Qinhui Qi, Bo Hu, Xiaoshi Fan","doi":"10.1109/ITOEC53115.2022.9734386","DOIUrl":null,"url":null,"abstract":"Currently, spam will do everything possible to bypass or destroy the spam classifier. This paper proposes a naive Bayesian spam classification method, and designs Bernoulli naive Bayes algorithm and polynomial naive Bayes algorithm to classify English spam and Chinese spam respectively. Experiments show that the method proposed in this paper has a high precision rate and recall rate, and can classify spam simply, accurately and efficiently.","PeriodicalId":127300,"journal":{"name":"2022 IEEE 6th Information Technology and Mechatronics Engineering Conference (ITOEC)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 6th Information Technology and Mechatronics Engineering Conference (ITOEC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITOEC53115.2022.9734386","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
Currently, spam will do everything possible to bypass or destroy the spam classifier. This paper proposes a naive Bayesian spam classification method, and designs Bernoulli naive Bayes algorithm and polynomial naive Bayes algorithm to classify English spam and Chinese spam respectively. Experiments show that the method proposed in this paper has a high precision rate and recall rate, and can classify spam simply, accurately and efficiently.