网络保护的交互自动机模型

Richard Brooks, Nathan Orr, John Zachary, Christopher Griffin
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引用次数: 2

摘要

恶意网络活动正在迅速增加。为了理解和设计针对网络攻击的对策,我们开发了网络流动力学和相关攻击的元胞自动机模型。我们描述了我们的模型的理论发展,并将其与基于统计物理的现有网络流模型进行了比较。使用我们的模型,我们发现了经验证据,表明网络的行为与其熵之间存在联系。本文讨论了这项工作在基于熵的入侵检测系统(IDS)中的潜在扩展。
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An interacting automata model for network protection
Malicious network activity is rapidly increasing. To understand and engineer countermeasures to network attacks, we have developed cellular automata models of network flow dynamics and associated attacks. We describe the theoretical development of our model and compare it to existing models of network flow based on statistical physics. Using our model, we have found empirical evidence that a link exists between the behavior of a network and its entropy. This paper discusses potential extensions of this work to entropy-based intrusion detection systems (IDS).
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