IMPLEMENTATION OF C4.5 ALGORITHM FOR ASSESMENT OF COMMUNITY SATISFACTION

Rahmat Sulaiman, Agustina Mardeka Raya, Laurentinus, Aria Setiawan, Atma Luhur
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Abstract

This Research applies the C4.5 Algorithm in deciding community satisfaction of sommunity services. Algorithm C4.5 is a classification algorithm with a decision tree technique that is well known and preferred because it has many advantages. These advantages, for example, can process numeric and discrete data, can handle missing attribute values, produce rules that are easy to interpret and the fastest. This research is a classification with the concept of data mining involving 20 community questionnaire data which are categorized as: cheap, expensive, appropriate, inappropriate, fast, long, comfortable, uncomfortable. There are four attributes that affect community satisfaction including: handling costs, service procedures, handling time and convenience. From the results of this research that has been conducted by researchers, it can be concluded. The customer satisfaction of the community services can be predicted and evaluated by utilizing data mining techniques using the C4.5 Algorithm to predict community satisfaction. This research also provided that C4.5 Algorihtm can be used to get high result of accuracy
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采用 C4.5 算法评估社区满意度
本研究采用 C4.5 算法来决定社区对社区服务的满意度。C4.5 算法是一种采用决策树技术的分类算法,因其具有许多优点而广为人知并受到青睐。例如,它可以处理数值数据和离散数据,可以处理缺失的属性值,生成的规则易于解释,而且速度最快。本研究采用数据挖掘的概念进行分类,涉及 20 份社区问卷数据,分别为:便宜、贵、合适、不合适、快、长、舒服、不舒服。影响社区满意度的四个属性包括:办理成本、服务程序、办理时间和便利性。根据研究人员的研究结果,可以得出以下结论。通过使用 C4.5 算法的数据挖掘技术,可以预测和评估客户对社区服务的满意度。这项研究还表明,使用 C4.5 算法可以获得较高的准确率。
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