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A method for modeling attack patterns in honeypots

机译:蜜罐攻击模式建模的方法

摘要

A monitored honeypot system, comprising sensors for monitoring data being communicated between an attacker and said honeypot; a hardware processor adapted to analyze a portion of said communicated data by defining a set of attack features; obtaining a dataset comprising monitored cyber-attack metadata; filtering said dataset to a desired contextual subset of cyber-attacks; defining attack sessions from said contextual subset; extracting values for each feature, respectively, from each said attack sessions; generating from said features values attack profiles, each profile relating to a set of attacks; clustering the attack profiles based on features of said profiles; enriching the centroid representation of said attack profiles; outlining important features which distinguish between said pattern clusters; calculating a closeness similarity between said pattern-clusters; generating a model of cyber-attack patterns, based the preceding steps; and a memory for storing the form model.
机译:一种受监视的蜜罐系统,包括:用于监视在攻击者与所述蜜罐之间通信的数据的传感器;以及硬件处理器,其适于通过定义一组攻击特征来分析所述通信数据的一部分;获得包括监视的网络攻击元数据的数据集;将所述数据集过滤到期望的网络攻击的上下文子集;从所述上下文子集中定义攻击会话;从每个所述攻击会话中分别提取每个特征的值;从所述特征值生成攻击简档,每个简档与一组攻击有关;根据所述攻击特征的特征聚类攻击特征;丰富所述攻击轮廓的质心表示;概述区分所述模式簇的重要特征;计算所述模式簇之间的相似度;根据上述步骤,生成网络攻击模式模型;以及用于存储表格模型的存储器。

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