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首页> 外文期刊>Applied Mathematical Modelling >Two-mode network modeling and analysis of dengue epidemic behavior in Gombak, Malaysia
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Two-mode network modeling and analysis of dengue epidemic behavior in Gombak, Malaysia

机译：马来西亚Gombak的两种模式网络建模和登革热流行行为分析

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摘要

Many complex systems in the form of network structures have been a great focus of research in the last decade. In fact, various domains have been modeled and analyzed as complex networks ranging from biological, technological, transportation, social and many others. The phenomenon of distribution of many dengue cases has been a great concern in Malaysia in recent years. Therefore, in this work we formalize and analyze the dengue spreading phenomenon from the perspective of complex network and model the dataset of dengue affected cases in Gombak, Selangor (Malaysia) into two-mode network. By using real dataset of dengue cases in Malaysian states obtained from the Malaysian Health Ministry, we observe this network with global (Closeness, Betweenness and Short path-length) and local (Degree and Clustering coefficient) structure perspectives. We further formalize it by projecting from two-mode to one-mode network using three methods of network projection. From the network analysis, we found that there are few localities that were affected again and again throughout the year. Further, few localities have high number of dengue cases as compared to others. From the global structures perspective, very few localities have shown closeness to all other localities and therefore easing the route for the propagation of dengue virus that has the highest weight in terms of number of dengue cases.
机译：在过去的十年中，以网络结构形式出现的许多复杂系统一直是研究的重点。实际上，已经将各种领域建模和分析为复杂的网络，范围涵盖生物，技术，运输，社会等众多领域。近年来，许多登革热病例的分布现象在马来西亚引起了极大的关注。因此，在这项工作中，我们从复杂网络的角度对登革热扩散现象进行形式化和分析，并将雪兰莪州（马来西亚）贡巴的登革热受影响病例数据集建模为双模网络。通过使用从马来西亚卫生部获得的马来西亚各州登革热病例的真实数据集，我们观察到该网络具有全局（紧密性，中间性和短路径长度）和局部（度数和聚类系数）结构。我们通过使用三种网络投影方法从两模式网络投影到单模式网络来进一步规范化它。从网络分析中，我们发现全年几乎没有一再受到影响的地区。此外，与其他地方相比，很少几个地方有大量登革热病例。从全球结构的角度来看，极少数地区显示出与所有其他地区的亲密关系，因此简化了登革热病毒的传播途径，就登革热病例而言，该途径具有最高的权重。

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  • 来源
    《Applied Mathematical Modelling》 |2017年第3期|207-220|共14页
  • 作者

    Malik Hafiz Abid Mahmood; Mahesar Abdul Waheed; Abid Faiza; Waqas Ahmad; Wahiddin Mohamed Ridza B.;

  • 作者单位

    Department of Computer Science, Faculty of Information and Communication Technology, International Islamic University, Malaysia;

    Department of Computer Science, Faculty of Information and Communication Technology, International Islamic University, Malaysia;

    Department of Computer Science, Faculty of Computer Science, King Khalid University, Saudi Arabia;

    Department of Computer Science, Faculty of Computer Science, Sukkur Institute of Business Administration, Pakistan;

    Department of Computer Science, Faculty of Information and Communication Technology, International Islamic University, Malaysia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Dengue epidemic; Network analysis; Network projection; Two-mode network;

    机译：登革热流行;网络分析;网络投影;两模网络;

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