{"title":"C4.5算法在Google Adwords广告效果预测中的应用","authors":"Aditya Gusti, Sri Hadianti","doi":"10.32520/stmsi.v12i1.1978","DOIUrl":null,"url":null,"abstract":"Google Adswords is a product that you can use to promote your business, help sell products or services, raise awareness, and increase traffic to your site. Nayaka Technology is currently using the services of Google Adswords as a way to boost sales and expand the network. However, because broadcast planning was not carried out in advance, the results obtained were not satisfactory. In the next campaign, planning will be carried out first using the history on the previous campaign's broadcast reports, the data is processed using data mining techniques to predict the market. The model used is the C4.5 algorithm, the results of the C4.5 algorithm model are tested using a confusion matrix and get 92.70% of accuracy, 78.23% of precision and 97.25% of recall. Keywords: Google Adswords, Algoritma C4.5, Data Mining .","PeriodicalId":32357,"journal":{"name":"Jurnal Sistem Informasi","volume":"51 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Application of the C4.5 Algorithm to Predict the Effectiveness of Google Adwords Ads\",\"authors\":\"Aditya Gusti, Sri Hadianti\",\"doi\":\"10.32520/stmsi.v12i1.1978\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Google Adswords is a product that you can use to promote your business, help sell products or services, raise awareness, and increase traffic to your site. Nayaka Technology is currently using the services of Google Adswords as a way to boost sales and expand the network. However, because broadcast planning was not carried out in advance, the results obtained were not satisfactory. In the next campaign, planning will be carried out first using the history on the previous campaign's broadcast reports, the data is processed using data mining techniques to predict the market. The model used is the C4.5 algorithm, the results of the C4.5 algorithm model are tested using a confusion matrix and get 92.70% of accuracy, 78.23% of precision and 97.25% of recall. Keywords: Google Adswords, Algoritma C4.5, Data Mining .\",\"PeriodicalId\":32357,\"journal\":{\"name\":\"Jurnal Sistem Informasi\",\"volume\":\"51 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-01-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Jurnal Sistem Informasi\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.32520/stmsi.v12i1.1978\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Jurnal Sistem Informasi","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.32520/stmsi.v12i1.1978","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
Google adsword是一种产品,你可以用它来促进你的业务,帮助销售产品或服务,提高知名度,增加你网站的流量。Nayaka Technology目前正在使用Google Adswords的服务来促进销售和扩大网络。但是,由于没有提前进行播出规划,所以取得的效果并不理想。在接下来的活动中,将首先利用之前活动的广播报道的历史进行规划,使用数据挖掘技术对数据进行处理以预测市场。使用的模型是C4.5算法,使用混淆矩阵对C4.5算法模型的结果进行测试,获得了92.70%的正确率、78.23%的精密度和97.25%的召回率。关键词:Google adwords,算法C4.5,数据挖掘
Application of the C4.5 Algorithm to Predict the Effectiveness of Google Adwords Ads
Google Adswords is a product that you can use to promote your business, help sell products or services, raise awareness, and increase traffic to your site. Nayaka Technology is currently using the services of Google Adswords as a way to boost sales and expand the network. However, because broadcast planning was not carried out in advance, the results obtained were not satisfactory. In the next campaign, planning will be carried out first using the history on the previous campaign's broadcast reports, the data is processed using data mining techniques to predict the market. The model used is the C4.5 algorithm, the results of the C4.5 algorithm model are tested using a confusion matrix and get 92.70% of accuracy, 78.23% of precision and 97.25% of recall. Keywords: Google Adswords, Algoritma C4.5, Data Mining .