N. Kadek, Winda Patrianingsih, I. Kadek, Arya Sugianta
{"title":"Penerapan Naïve Bayes pada Potensi Akademik Siswa SD Negeri 5 Singakerta","authors":"N. Kadek, Winda Patrianingsih, I. Kadek, Arya Sugianta","doi":"10.14421/jiska.2023.8.2.154-163","DOIUrl":null,"url":null,"abstract":"Student potential cannot only be measured based on the result of academic scores, and many things influence student academic determination. The purpose of this research is to prove that students' potential is influenced by many things, such as character, academic activity, socioeconomic status, and distance of residence. By using the naïve Bayes method and testing with the confusion matrix, it will give results for this research. The data is from V-grade students at SD Negeri 5 Singakerta, with 120 students assisted by the homeroom teacher. Based on the results of the tests that have been carried out using a data sample of 10 students and 1 data using the Naïve Bayes, it is obtained that students have academic potential, and the results with the confusion matrix are accuracy of 75%, precision of 81%, and recall of 89%. In this case, it can be concluded that the academic potential of students can not only be measured based on the results of the final grade, but many other factors have an effect, the application of the Naïve Bayes in students' academic potential is appropriate to use.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":"1 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"JISKA Jurnal Informatika Sunan Kalijaga","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.14421/jiska.2023.8.2.154-163","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
Student potential cannot only be measured based on the result of academic scores, and many things influence student academic determination. The purpose of this research is to prove that students' potential is influenced by many things, such as character, academic activity, socioeconomic status, and distance of residence. By using the naïve Bayes method and testing with the confusion matrix, it will give results for this research. The data is from V-grade students at SD Negeri 5 Singakerta, with 120 students assisted by the homeroom teacher. Based on the results of the tests that have been carried out using a data sample of 10 students and 1 data using the Naïve Bayes, it is obtained that students have academic potential, and the results with the confusion matrix are accuracy of 75%, precision of 81%, and recall of 89%. In this case, it can be concluded that the academic potential of students can not only be measured based on the results of the final grade, but many other factors have an effect, the application of the Naïve Bayes in students' academic potential is appropriate to use.
学生的潜力不能仅仅根据学业成绩来衡量,很多事情都会影响学生的学业决心。本研究的目的是为了证明学生的潜能受到许多因素的影响,如性格、学术活动、社会经济地位和居住距离。通过naïve贝叶斯方法和混淆矩阵的检验,给出本研究的结果。数据来自SD Negeri 5 Singakerta的v年级学生,其中120名学生由班主任协助。基于使用Naïve贝叶斯方法对10名学生和1个数据样本进行的测试结果,得出学生具有学术潜力,混淆矩阵的结果准确率为75%,精密度为81%,召回率为89%。在这种情况下,可以得出结论,学生的学术潜力不仅可以根据最终成绩的结果来衡量,而且许多其他因素都有影响,Naïve贝叶斯在学生学术潜力中的应用是合适的。