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A Distributed Immunization Strategy Based on Autonomy-Oriented Computing

机译:基于自主计算的分布式免疫策略

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摘要

In recent years, immunization strategies have been developed for stopping epidemics in complex-network-like environments. So far, it remains to be difficult for the existing strategies to deal with distributed community networks, even though they are ubiquitous in the real world. In this paper, we propose a distributed immunization strategy based on the ideas of self-organization and positive feedback from Autonomy-Oriented Computing (AOC). The AOC-based strategy can effectively be applied to handle large-scale, dynamic networks. Our experimental results have shown that the autonomous entities deployed in this strategy can collectively find and immunize most of the highly-connected nodes in a network within just a few steps.
机译:近年来,已经开发了用于在类似复杂网络的环境中阻止流行病的免疫策略。到目前为止,即使现有策略在现实世界中无处不在,现有策略仍难以应对分布式社区网络。在本文中,我们基于自组织思想和来自面向自治的计算(AOC)的积极反馈,提出了一种分布式免疫策略。基于AOC的策略可以有效地应用于处理大型动态网络。我们的实验结果表明,以这种策略部署的自治实体可以在短短几步之内集体找到并免疫网络中大多数高度连接的节点。

著录项

  • 来源
  • 会议地点 Prague(CZ);Prague(CZ)
  • 作者

    Jiming Liu; Chao Gao; Ning Zhong;

  • 作者单位

    International WIC Institute, Beijing University of Technology, Beijing, 100124 Department of Computer Science, Hong Kong Baptist University, Kowloon Tong, HK;

    International WIC Institute, Beijing University of Technology, Beijing, 100124;

    International WIC Institute, Beijing University of Technology, Beijing, 100124 Department of Life Science and Informatics, Maebashi Institute of Technology, Japan;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 人工智能理论 ;
  • 关键词

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