Title : Alert Correlation in Collaborative Intelligent Intrusion
نویسندگان
چکیده
As complete prevention of computer attacks is not possible, intrusion detection systems (IDSs) play a very important role in minimizing the damage caused by different computer attacks. There are two intrusion detection methods: namely misuseand anomaly-based. A collaborative intelligent intrusion detection system (CIIDS) is proposed to include both methods, since it is concluded from recent research that the performance of an individual detection engine is rarely satisfactory. In particular, two main challenges in current collaborative intrusion detection systems (CIDSs) research are highlighted and reviewed: CIDSs system architectures and alert correlation algorithms. Different CIDSs system architectures are explained and compared. The use of CIDSs together with other multiple security systems raise certain issues and challenges in alert correlation. Several different techniques for alert correlation are discussed. The focus will be on correlation of CIIDS alerts. Computational Intelligence approaches, together with their applications on IDSs, are reviewed. Methods in Soft Computing collectively provide understandable and autonomous solutions to IDS problems. At the end of the review, the paper suggests fuzzy logic, soft computing and other AI techniques to be exploited to reduce the rate of false alarms while keeping the detection rate high. In conclusion, the paper highlights opportunities for an integrated solution to large-scale CIIDS.
منابع مشابه
Real-Time intrusion detection alert correlation and attack scenario extraction based on the prerequisite consequence approach
Alert correlation systems attempt to discover the relations among alerts produced by one or more intrusion detection systems to determine the attack scenarios and their main motivations. In this paper a new IDS alert correlation method is proposed that can be used to detect attack scenarios in real-time. The proposed method is based on a causal approach due to the strength of causal methods in ...
متن کاملA survey of coordinated attacks and collaborative intrusion detection
Coordinated attacks, such as large-scale stealthy scans, worm outbreaks and distributed denial-of-service (DDoS) attacks, occur in multiple networks simultaneously. Such attacks are extremely difficult to detect using isolated intrusion detection systems (IDSs) that monitor only a limited portion of the Internet. In this paper, we summarize the current research directions in detecting such atta...
متن کاملAn Improved Framework for Intrusion Alert Correlation
Alert correlation analyzes the alerts from one or more collaborative Intrusion Detection Systems (IDSs) to produce a concise overview of security-related activity on the network. The process consists of multiple components, each responsible for a different aspect of the overall correlation goal. The sequence order of the correlation components affects the correlation process performance. The to...
متن کاملAlert correlation and prediction using data mining and HMM
Intrusion Detection Systems (IDSs) are security tools widely used in computer networks. While they seem to be promising technologies, they pose some serious drawbacks: When utilized in large and high traffic networks, IDSs generate high volumes of low-level alerts which are hardly manageable. Accordingly, there emerged a recent track of security research, focused on alert correlation, which ext...
متن کاملA Dynamic Fusion Approach for Security Situation Assessment
The need for higher-level reasoning capabilities beyond low-level sensor abilities has prompted researchers to use different types of sensor fusion techniques for better situational awareness in the intrusion detection environment. These techniques primarily vary in terms of their mission objectives. Some prioritize alerts for alert reduction, some cluster alerts to identify common attack patte...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2011