基于朴素贝叶斯算法和C4.5的强化疫苗症状分类

Q3 Engineering
Rudi Tri Jaya, Tri Wahyudi
{"title":"基于朴素贝叶斯算法和C4.5的强化疫苗症状分类","authors":"Rudi Tri Jaya, Tri Wahyudi","doi":"10.37385/jaets.v4i1.941","DOIUrl":null,"url":null,"abstract":"Covid-19 is a respiratory infection that is transmitted through the air. The first case was reported on March 2, 2020, to be precise in Depok, West Java, Indonesia. To reduce the number of corona virus sufferers, the government has made various efforts including policies to limit activities outside the home, online learning, work from home, and even worship activities. To reduce the number of people infected with the Covid-19 virus, efforts are being made, one of which is the provision of vaccines. In this study, the types of booster vaccines are Pfizer and AstraZeneca. Due to the symptoms caused by the condition of the patient after vaccination, the researchers used the Naive Bayes Algorithm and C4.5 methods with attributes including gender, age, comorbidities (comorbidities), temperature, blood pressure, Covid 19 survivors > 1 month, pregnant condition, type of vaccine. primer and booster vaccine types which aim to get the highest accuracy value between the two algorithm methods which are tested using cross validation on the RapidMiner Studio tool. And obtained the Naive Bayes algorithm method with the highest accuracy value of 78.82%.  \nKeywords: Covid 19, booster, AEFI, Naive Bayes, C4.5, Rapid Miner","PeriodicalId":34350,"journal":{"name":"Journal of Applied Engineering and Technological Science","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2022-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Classification of Booster Vaccination Symptoms Using Naive Bayes Algorithm and C4.5\",\"authors\":\"Rudi Tri Jaya, Tri Wahyudi\",\"doi\":\"10.37385/jaets.v4i1.941\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Covid-19 is a respiratory infection that is transmitted through the air. The first case was reported on March 2, 2020, to be precise in Depok, West Java, Indonesia. To reduce the number of corona virus sufferers, the government has made various efforts including policies to limit activities outside the home, online learning, work from home, and even worship activities. To reduce the number of people infected with the Covid-19 virus, efforts are being made, one of which is the provision of vaccines. In this study, the types of booster vaccines are Pfizer and AstraZeneca. Due to the symptoms caused by the condition of the patient after vaccination, the researchers used the Naive Bayes Algorithm and C4.5 methods with attributes including gender, age, comorbidities (comorbidities), temperature, blood pressure, Covid 19 survivors > 1 month, pregnant condition, type of vaccine. primer and booster vaccine types which aim to get the highest accuracy value between the two algorithm methods which are tested using cross validation on the RapidMiner Studio tool. And obtained the Naive Bayes algorithm method with the highest accuracy value of 78.82%.  \\nKeywords: Covid 19, booster, AEFI, Naive Bayes, C4.5, Rapid Miner\",\"PeriodicalId\":34350,\"journal\":{\"name\":\"Journal of Applied Engineering and Technological Science\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-09-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Applied Engineering and Technological Science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.37385/jaets.v4i1.941\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"Engineering\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Applied Engineering and Technological Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.37385/jaets.v4i1.941","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Engineering","Score":null,"Total":0}
引用次数: 1

摘要

新冠肺炎是一种通过空气传播的呼吸道感染。第一例病例于2020年3月2日报告,确切地说是在印度尼西亚西爪哇省的德波克。为了减少冠状病毒患者的数量,政府做出了各种努力,包括限制家庭外活动、在线学习、在家工作甚至礼拜活动的政策。为了减少感染新冠肺炎病毒的人数,正在做出努力,其中之一是提供疫苗。在这项研究中,加强疫苗的类型是辉瑞和阿斯利康。由于患者在接种疫苗后的状况引起的症状,研究人员使用了Naive Bayes算法和C4.5方法,其属性包括性别、年龄、合并症(合并症)、体温、血压、新冠肺炎19名幸存者>1个月、怀孕情况、疫苗类型。在RapidMiner Studio工具上使用交叉验证进行测试的两种算法方法之间,旨在获得最高准确度值的引物和加强针疫苗类型。并获得了Naive Bayes算法方法,其最高准确率为78.82%。关键词:新冠肺炎19,助推器,AEFI,Naive Bayers,C4.5,Rapid Miner
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Classification of Booster Vaccination Symptoms Using Naive Bayes Algorithm and C4.5
Covid-19 is a respiratory infection that is transmitted through the air. The first case was reported on March 2, 2020, to be precise in Depok, West Java, Indonesia. To reduce the number of corona virus sufferers, the government has made various efforts including policies to limit activities outside the home, online learning, work from home, and even worship activities. To reduce the number of people infected with the Covid-19 virus, efforts are being made, one of which is the provision of vaccines. In this study, the types of booster vaccines are Pfizer and AstraZeneca. Due to the symptoms caused by the condition of the patient after vaccination, the researchers used the Naive Bayes Algorithm and C4.5 methods with attributes including gender, age, comorbidities (comorbidities), temperature, blood pressure, Covid 19 survivors > 1 month, pregnant condition, type of vaccine. primer and booster vaccine types which aim to get the highest accuracy value between the two algorithm methods which are tested using cross validation on the RapidMiner Studio tool. And obtained the Naive Bayes algorithm method with the highest accuracy value of 78.82%.  Keywords: Covid 19, booster, AEFI, Naive Bayes, C4.5, Rapid Miner
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
CiteScore
1.50
自引率
0.00%
发文量
0
审稿时长
4 weeks
×
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