Portscan Detection with Sampled NetFlow
نویسندگان
چکیده
Sampling techniques are often used for traffic monitoring in high-speed links in order to avoid saturation of network resources. Although there is a wide existing research dealing with anomaly detection, few studies analyzed the impact of sampling on the performance of portscan detection algorithms. In this paper, we performed several experiments on two already existing portscan detection mechanisms to test whether they are robust enough to different sampling techniques. Unlike previous works, we found that flow sampling is not always better than packet sampling to continue detecting portscans reliably.
منابع مشابه
Analysis of the impact of sampling on NetFlow traffic classification
The traffic classification problem has recently attracted the interest of both network operators and researchers. Several machine learning (ML) methods have been proposed in the literature as a promising solution to this problem. Surprisingly, very few works have studied the traffic classification problem with Sampled NetFlow data. However, Sampled NetFlow is a widely extended monitoring soluti...
متن کاملTowards Efficient and Privacy-Preserving Network-Based Botnet Detection Using Netflow Data
Botnets pose a severe threat to the security of Internet-connected hosts and the availability of the Internet's infrastructure. In recent years, botnets have attracted many researchers. As a result, many achievements in studying different botnets' anatomies have been made and approaches to botnet detection have been developed. However, most of these approaches target at botnet detection using r...
متن کاملPractical Automated Detection of Stealthy Portscans
Portscan detectors in network intrusion detection products are easy to evade. They classify a portscan as more than N distinct probes within M seconds from a single source. This paper begins with an analysis of the scan detection problem, and then presents Spice (Stealthy Probing and Intrusion Correlation Engine), a portscan detector that is effective against stealthy scans yet operationally pr...
متن کاملStudy on the TOPN Abnormal Detection Based on the NetFlow Data Set
In recent years, with the increase of the scale and the complexity of the network, various abnormity flows begin to occur in the network. To know the running state of the network, the technology of NetFlow emerges as the times require. The NetFlow data are transmitted directly by the router which supports the function of NetFlow. Comparing with traditional data acquirement technology, the NetFl...
متن کاملDNFStore: A Distributed Netflow Storage System Supports Fast Retrieval
Network anomaly detection or network optimization based on Netflow plays an important role in current high-speed network management. Storage and analysis of high-speed continuous Netflow are hot and difficult issues in network security research and industry communities. Existing solutions, although useful in above areas, have several drawbacks in well handling Netflow records generated by large...
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 2009