KLASIFIKASI PENERIMA BANTUAN SOSIAL DI DESA BATUAH MENGGUNAKAN METODE ALGORITMA C4.5

Nurahman Nurahman, S. Aminah
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引用次数: 2

Abstract

Batuah Village, Seranau District, Kotawaringin Timur Regency is a village with a difficult economy. The population is increasing, the problems of life are also getting more diverse. Every citizen needs a decent life, so the government held a social assistance program for the residents of Batuah village. This program is expected to help underprivileged families as one of the government's efforts to overcome poverty. Food assistance must be given to people who are entitled to receive it. But sometimes there is still social jealousy caused by the closeness of neighbors and other factors. Other problems that occur include registered residents who have died still receiving assistance, residents who had problems last year still received assistance, and there were residents who received double social assistance. The purpose of this research is to build a simpler role or decision tree to determine the recipients of social assistance. In addition, this study also aims to determine the values of precision, recall, and accuracy. The algorithm used to build the decision tree is Algorithm C4.5. The results of the study using 100 data samples showed that the algorithm's performance reached an accuracy value of 93.00%, a precision value of 100.00%, and a recall value of 65.00%. The performance of the algorithm produced in this study is included in the very good category so that the decision tree resulting from this study can be used as a recommendation to determine social recipients in Batuah village.
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巴图亚村的社会援助对象分类使用了一种算法C4.5
帖木儿摄政Kotawaringin Seranau区的Batuah村是一个经济困难的村庄。人口在增加,生活的问题也越来越多样化。每个公民都需要体面的生活,因此政府为Batuah村的居民举办了一个社会援助计划。这是政府为克服贫困而采取的措施之一,旨在帮助贫困家庭。粮食援助必须给予有资格领取的人。但有时还是会有邻里关系亲密等因素引起的社会嫉妒。其他问题还包括,已经死亡的户籍居民仍在接受救助,去年有问题的居民仍在接受救助,还有居民接受双重社会救助。本研究的目的是建立一个更简单的角色或决策树来确定社会援助的接受者。此外,本研究还旨在确定准确率、召回率和准确率的值。构建决策树的算法为C4.5算法。使用100个数据样本的研究结果表明,该算法的准确率达到93.00%,精密度达到100.00%,召回率达到65.00%。本研究产生的算法的性能被列入非常好的类别,因此本研究产生的决策树可以用作确定Batuah村社会接受者的建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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