Klasterisasi Kasus Kekerasan Terhadap Anak dan Perempuan Berdasarkan Algoritma K-Means

N. Adawiyah, Nina Sulistiyowati, M. Jajuli
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引用次数: 1

Abstract

Violence is action or threats against themselves alone, a group of people or community a group of people or community, loss psychologist, trauma, or deprivation of rights. District Karawang is on of the district that exist in the province of Jawa Barat. Violence that befell children and women in the area of Karawang bloom occurs, such as the lacj awareness of the victim to follow up cases that happened. The purpose of knowing the results of the cluster of cases of violence against children and women into three clusters are statterd in every sub-district in the District Karawang with category level of hardness low, medium or high in order that the government Karawang can provide treatment that is defferent and more targeted and focused on the results ot the analysis for each-each district. Data mining is the process of extracting data to obtain new information. In this study using CRIPS-DM methodology.Research is doing computation algorithm k-means clustering on the data of case of violence against children and women in 2016-2020. Results of testing using tools WEKA 3.8 earnded three cluster or the three categories of the level of violence that is cluster 0 there are 4 members who categorized the level of violence high, cluster 1 there are 2 members categorized the level of violence medium, and cluster 2 there are 24 members who categorized the level of violence low, the results of clustering is evaluated using equation testing purity measure, generate value purity 0,617, case that shows the cluster is quite good.
基于k -意义的算法,对儿童和妇女的暴力案件的分类
暴力是针对自己、一群人或社区、一群人或社区、心理损失、创伤或剥夺权利的行为或威胁。卡拉旺区是爪哇巴拉特省的一个区。发生在卡拉旺地区的儿童和妇女身上的暴力事件层出不穷,如受害者缺乏对所发生案件的跟进意识。了解针对儿童和妇女的暴力案件群集结果的目的是在卡拉旺区的每个分区开始,按硬度等级低、中或高,以便卡拉旺政府能够提供不同的、更有针对性的治疗,并侧重于每个地区的分析结果。数据挖掘是提取数据以获得新信息的过程。本研究采用CRIPS-DM方法。研究对2016-2020年针对儿童和妇女的暴力案件数据进行k-means聚类计算。3.8测试结果使用工具WEKA赚三个集群或三个类别的暴力水平集群0有4成员分类暴力程度高,集群1有两个成员分类水平的暴力中,集群2有24个成员分类暴力程度低,聚类的结果评估使用纯度测试测量方程,生成值纯度0617、案例显示集群相当好。
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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