面向安全的过程挖掘研究综述

Swardiantara Silalahi, Umi Laili Yuhana, T. Ahmad, H. Studiawan
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引用次数: 1

摘要

安全是每个组织都应该考虑的技术时代的主要问题之一。在现有的方法中,过程挖掘在安全调查中起着重要的作用。发现进程和检查运行进程的一致性是进程挖掘的关键特征,有助于进行安全调查。流程模型与事件日志数据之间的偏差被认为是一个安全问题。因此,确保日志数据的安全存储和良好的文档记录非常重要。然而,由于事件数据源的可变性,许多信息系统不是过程感知的。因此,本文简要地识别和总结了在安全领域使用的最先进的过程挖掘技术方面先前发表的研究和最近的工作。这项调查确定了在方法、数据集、工具和框架方面的现有努力。最后,我们总结了利用过程挖掘解决安全相关问题的可能的未来工作。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Survey on Process Mining for Security
Security is one of the main issues in the era of technology that every organization should take into account. Among the existing approach, process mining takes an important role in security investigations. The ability to discover the process and check the conformance of the running process are key features of process mining which helpful to perform security investigation. The deviation between the process model compared to event log data is considered a security issue. Thus, it is important to keep the log data stored safely and well-documented. However, many information systems are not process-aware due to the variability of the event data sources. Therefore, this paper briefly identifies and summarizes previously published studies and recent works in terms of the state-of-the-art process mining techniques used in the security domain. This survey identifies the existing effort on methods, datasets, tools and frameworks. Finally, we summarize possible future works in utilizing process mining for security-related problems.
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