Spatial and Temporal Analyses of the Spread of Zika Virus Worldwide

Arwa S. Almobarak, Hanan R. Almohammadi, Sara A. Aboalnaser, Liyakathunisa Syed
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引用次数: 1

Abstract

Zika fever is a disease caused by a mosquitoborne virus. In most cases, Zika virus is spread by two species of Aedes mosquito: Ae. aegypti and Ae. albopictus. The first isolation of Zika virus was in Uganda in 1947. Due to the lack of researchers in the past, it was difficult for the scientific community to understand the seriousness of this disease and the ways to reduce its spread. In mid–2015, Zika virus had spread over the Pacific and the Americas. In this research study, we present a spatial and temporal analysis of the spread of Zika virus (ZIKAV) around the world with focus on Saudi Arabia. In our proposed approach, in order to locate the spread of ZIKAV on the world map for spatial analysis we use scatter plots, Moran scatter plots and k-mean clustering. Further, we classify the clustered data using support-vector-machine (SVM) classification. The classification results show high precision and recall scores.
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寨卡病毒全球传播的时空分析
寨卡热是一种由蚊子传播的病毒引起的疾病。在大多数情况下,寨卡病毒由两种伊蚊传播:伊蚊和伊蚊。埃及伊蚊和伊蚊。蚊。1947年在乌干达首次分离出寨卡病毒。由于过去缺乏研究人员,科学界很难了解这种疾病的严重性以及减少其传播的方法。2015年年中,寨卡病毒已经蔓延到太平洋和美洲。在这项研究中,我们对寨卡病毒(ZIKAV)在世界各地的传播进行了时空分析,重点是沙特阿拉伯。在我们提出的方法中,为了在世界地图上定位ZIKAV的传播并进行空间分析,我们使用了散点图、Moran散点图和k-mean聚类。进一步,我们使用支持向量机(SVM)分类对聚类数据进行分类。分类结果显示出较高的准确率和召回率。
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