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Recommender systems meeting security: from product recommendation to cyber-attack prediction

机译:符合安全性的推荐系统:从产品推荐到网络攻击预测

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摘要

Modern information society depends on reliable functionality of information systems infrastructure, while at the same time the number of cyber-attacks has been increasing over the years and damages have been caused. Furthermore, graphs can be used to show paths than can be exploited by attackers to intrude into systems and gain unauthorized access through vulnerability exploitation. This paper presents a method that builds attack graphs using data supplied from the maritime supply chain infrastructure. The method delivers all possible paths that can be exploited to gain access. Then, a recommendation system is utilized to make predictions about future attack steps within the network. We show that recommender systems can be used in cyber defense by predicting attacks. The goal of this paper is to identify attack paths and show how a recommendation method can be used to classify future cyber-attacks. The proposed method has been experimentally evaluated and it is shown that it is both practical and effective.
机译:现代信息社会依赖于信息系统基础架构的可靠功能,与此同时,多年来,网络攻击的数量不断增加,并造成了破坏。此外,图形可用于显示路径,攻击者可利用这些路径侵入系统并通过漏洞利用获得未经授权的访问。本文提出了一种使用海上供应链基础设施提供的数据构建攻击图的方法。该方法提供了所有可能被利用以获取访问权限的路径。然后,利用推荐系统对网络中未来的攻击步骤进行预测。我们展示了可以通过预测攻击将推荐系统用于网络防御。本文的目的是确定攻击路径,并说明如何使用推荐方法对未来的网络攻击进行分类。实验证明了该方法的可行性和有效性。

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