使用算法C4.5来预测一个有冠军机会的博客

Rita Wati, K. Kusrini, Kusnawi Kusnawi
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引用次数: 0

摘要

博客目前不仅仅被用作在线日记或在线日志。博客内容支持文本、图像、视频、gif、动画、pdf和YouTube,这使得博客的使用不仅仅是在线日记。目前博客是公司和组织用来推广商品和服务的媒体之一。公司和组织需要博客的存在来评论他们的产品和服务,以吸引在线客户。邀请博客作者以一种有趣的方式评论产品的努力之一,已经使商业参与者对举办博客竞赛产生了兴趣。本研究运用C4.5决策树算法,建立了一个预测博客有获胜机会的模型。该预测模型是使用100名博客比赛参与者的数据创建的,这些数据来自华硕组织的三场博客比赛,这些比赛是通过委员会博客上的参赛者链接获得的。从处理后的数据集,支持七个变量,包括单词计数,DA, PA,图像模板,域名和冠军。所得到的预测模型是一个具有7个属性的决策树,它产生11片叶子和18棵树,精度为74%,精度为0.735,召回率为0.740。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Penerapan Algoritma C4.5 Untuk Memprediksi Blog Yang Memiliki Peluang Juara
Blogs are currently not only used as online diaries or online journals. Blog content that supports text, images, videos, gifs, animations, pdfs and YouTube makes the use of blogs more than just online dairy. Currently blog is one of the media used by companies and organizations in promoting goods and services. The existence of bloggers is needed by companies and organizations to review their products and services with the aim of attracting online customers. One of the efforts to invite bloggers to be able to review products in an interesting way has led business actors to become interested in holding blog contests. In this research, a model was built to predict blogs that have a chance to win by applying the C4.5 decision tree algorithm. The prediction model was created using 100 blog contest participant data obtained from three blog competitions organized by ASUS which were obtained through the contest participant links found on the committee blog. From the processed dataset, supporting seven variables including Word Count, DA, PA, Image Template, Domain and Champion. The resulting prediction model is a decision tree with 7 attributes which produces 11 leaves and 18 trees with an accuracy of 74% with a precision of 0.735 and a recall of 0.740.
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