Pemilihan Pelanggan Potensial Dengan Melakukan Pemetaan Area Dengan Metode Algoritma K-NN dan K-Means Di Yamaha Nusantara Motor Purwokerto

Diwahana Mutiara Candrasari
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引用次数: 2

Abstract

This study proposes a clustering of potential customers at Yamaha Nusantra Motor Purwokerto based on consumer characteristics. Clustering is one of the processes of data mining that aims to partition existing objects into one or more clusters of objects based on their characteristics. The method used in this study is K-Nearest Neighbor as a determination of the feasibility of the data while K-Means is used as customer clustering. The value of the Davies Bouldin Index was examined using rapidminer while the purity validation was using Microsoft excel. The results show that the K-Means training data of the Davies Bouldin Index is 0.266 and the Purity validation is 1.3351. In the K-Means data testing the results show the Davies Bouldin Index value of 0.298 and the Purity validation of 0.6631.
在雅马哈努桑塔拉的运动Purwokerto上,对潜在客户的选择进行了调整
本研究提出了一种基于消费者特征的雅马哈努桑特拉汽车公司潜在客户聚类方法。聚类是数据挖掘的过程之一,目的是根据对象的特征将现有对象划分为一个或多个对象簇。本研究中使用的方法是k -最近邻作为数据可行性的确定,而使用K-Means作为客户聚类。使用rapidminer检测Davies Bouldin Index值,使用Microsoft excel进行纯度验证。结果表明,Davies Bouldin指数的K-Means训练数据为0.266,纯度验证为1.3351。在K-Means数据检验中,结果显示Davies Bouldin Index值为0.298,纯度验证为0.6631。
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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