Clustering Vaksinasi Penyakit Mulut dan Kuku Menggunakan Algoritma K-Means

Adrian Maulana, Alwis Nazir, Reski Mai Candra, Suwanto Sanjaya, Fadhilah Syafria
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Abstract

Foot and Mouth Disease (FMD) is a viral infectious disease that is acute and highly contagious in artiofactyl or even-toed hoofed animals. This disease is caused by tyoe A virus forum picornaviridae, genus Apthovirus namely Aphtaee epizootecae. This disease has a development period of 1-14 days since the infected animal. The defense of this virus is quite strong and survives in glands, milk bones and milk products. The morbidity rate is up to 100% and mortality is high in infected young animals. Areas with the highest transmission of foot and mouth disease are areas with high livestock density, so stricter biosecurity and animal traffic control must be implemented to prevent the disease. The problem in the Departement of Livestock and Animal Health of Riau Province is the difficulty in categorizing food and mouth disease vaccination data of which regions have done the first and second vaccine specifically for cattle in Riau Province. Therefore, this study will categorizing the first and sceond vaccine eith high immunity using K-Means algorithm. Parameter used are vaccination status, breed, gender and age. By applying the K-Means algorithm, two clusters are formed, namely the cluster with high immunity of 21232 cows, and the cluster with low immunity 48704 cows. Testing with DBI with K=2 produces a value of 0.416.
口蹄疫(FMD)是一种在偶蹄或偶趾有蹄动物中具有急性和高度传染性的病毒性传染病。该病是由A型型论坛小冠状病毒科,Apthovirus属即aptaee epizootecae引起的。自受感染动物起,该病的发展期为1-14天。这种病毒的防御能力很强,存在于腺体、奶骨和奶制品中。受感染的幼畜发病率高达100%,死亡率很高。口蹄疫传播最严重的地区是家畜密度高的地区,因此必须实施更严格的生物安全和动物交通管制来预防口蹄疫。廖内省牲畜和动物卫生厅的问题是难以对哪些地区专门为廖内省的牛接种了第一和第二疫苗的口蹄疫疫苗接种数据进行分类。因此,本研究将采用K-Means算法对第一和第二高免疫疫苗进行分类。使用的参数是疫苗接种状况、品种、性别和年龄。应用K-Means算法,形成两个聚类,即高免疫力的聚类为21232头奶牛,低免疫力的聚类为48704头奶牛。使用K=2的DBI测试产生的值为0.416。
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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