基于事件处理的渐进式入侵检测系统:挑战与动机

S. Sandosh, V. Govindasamy, G. Akila, K. Deepasangavy, S. FemidhaBegam, B. Sowmiya
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引用次数: 2

摘要

在当今世界,由于网络中的安全威胁,如入侵,注入等,在互联网上工作是一项至关重要的任务。为了识别和减少这些系统攻击,分析人员和学者已经引入了具有各种标准和应用的入侵检测系统(ids)。为了解决各种环境下的攻击,出现了不同类型的入侵检测系统(IDS)。虽然IDS更强大,但它产生的异常行为称为攻击的结果具有假阳性和假阴性率,从而导致不准确的检测率。另一个问题是,IDS同时检测到不同行为的攻击数量较多,假阳性率高,破坏了系统的强度和寿命,降低了系统的效率和容错性。复杂事件处理(CEP)在实时环境中将告警作为事件处理方面起着至关重要的作用,它主要有助于识别和减少冗余告警。CEP实时识别和分析事件之间的关系,使系统能够主动采取有效的行动来响应特定的警报。本文讨论了复杂事件处理技术(CEP)在入侵检测系统(IDS)中的发展趋势,CEP技术可以实时有效地处理入侵检测系统发出的警报,并促进入侵检测系统更好地检测攻击。本文描述了CEP相对于IDS的优点和挑战,有助于理解和指导IDS系统关注如何实时处理动态攻击及其警报。
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A Progressive Intrusion Detection System through Event Processing: Challenges and Motivation
In this contemporary world, working on internet is a crucial task owing to the security threats in the network like intrusions, injections etc. To recognize and reduce these system attacks, analysts and academicians have introduced Intrusion Detection Systems (IDSs) with the various standards and applications. There are different types of Intrusion Detection Systems (IDS) arise to solve the attacks in various environments. Though IDS is more powerful, it produces the results on the abnormal behaviours said to be attacks with false positive and false negative rates which leads to inaccurate detection rate. The other problem is that, there are more number of attacks arising simultaneously with different behaviour being detected by the IDS with high false positive rates which spoils the strength and lifetime of the system, system’s efficiency and fault tolerance. Complex Event Processing (CEP) plays a vital role in handling the alerts as events in real time environment which mainly helps to recognize and reduce the redundant alerts.CEP identifies and analyses relationships between events in real time, allowing the system to proactively take efficient actions to respond to specific alerts.In this study, the tendency of Complex Event Processing (CEP) over Intrusion Detection System (IDS) which offers effective handling of the alerts received from IDS in real time and the promotion of the better detection of the attacks are discussed. The merits and challenges of CEP over IDS described in this paper helps to understand and educate the IDS systems to focus on how to tackle the dynamic attacks and its alerts in real time.
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