Nita Mirantika
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引用次数: 8

摘要

Covid-19是一种新的疾病类别,已在包括印度尼西亚在内的世界各地蔓延。Covid-19是由一种引起呼吸系统紊乱的病毒引起的,从流感等轻微症状到肺炎等肺部感染。covid-19的传播如此迅速和大规模,在印度尼西亚,covid-19的总传播人数已达到1,066,313人,西爪哇省占据了covid-19传播的第二高位置。因此,有必要对西爪哇省的城市/地区进行分组,以制定应对COVID-19传播的战略。使用K-Means聚类算法对COVID-19的传播进行聚类,该算法根据数据的相似度将数据分组为多个聚类,并在R语言应用工具中使用CRISP-DM方法实现,从而使数据挖掘的每个阶段更加结构化和清晰定义。根据研究结果,2个区/市共获得3个聚类,其中聚类1为Covid-19传播数量最多的聚类。对于Covid-19传播数量中等的聚类2,获得5个区/市。其余20个区/城市被列入第三组,Covid-19的传播数量较少。预计这项研究的结果将支持西爪哇省政府在每个集群中做出战略决策,以减少COVID-19在西爪哇省的传播。
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 K-Means Clustering Untuk Pengelompokan Penyebaran Covid-19 di Provinsi Jawa Barat
Covid-19 is a new category of disease that has spread all over the world, including in Indonesia. Covid-19 is caused by a virus that causes disturbances in the respiratory system, from mild symptoms such as flu, to lung infections, such as pneumonia. The spread of covid-19 is so fast and massive, in Indonesia the total spread of covid-19 has reached 1,066,313 people and West Java province occupies the second highest position for the spread of covid-19. Therefore, it is necessary to group cities/districts in the West Java Province to create a strategy for handling the spread of COVID-19. The clustering of the spread of COVID-19 is carried out using the K-Means clustering algorithm which groups data into several clusters based on the similarity of the data and is implemented in R language application tools and by using the CRISP-DM method so that each phase in data mining is more structured and clearly defined. Based on the results of the study, there were 3 clusters, namely cluster 1 as the cluster with the highest number of Covid-19 spreads, obtained by 2 districts/cities. For cluster 2 as a cluster with a medium number of Covid-19 spreads, 5 districts/cities are obtained. And the remaining 20 districts/cities are included in cluster 3 with a smaller number of Covid-19 spreads. The results of this study are expected to support the West Java provincial government to make strategic decisions in each cluster to reduce the spread of COVID-19 in West Java.
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