Name
Title | ||
|---|---|---|
Combining sketches and wavelet analysis for multi time-scale network anomaly detection |
Abstract | ||
|---|---|---|
With the rapid development and the increasing complexity of computer and communication systems and networks, traditional security technologies and measures can not meet the demand for integrated and dynamic security solutions. In this scenario, the use of Intrusion Detection Systems has emerged as a key element in network security. In this paper we address the problem proposing a wavelet-based technique able to detect network anomalies almost in real-time. In more detail, our approach is based on the combined use of sketches and wavelet analysis to reveal the anomalies in data collected at the router level. Moreover, to improve the detection rate we propose a multi time-scale analysis. The performance analysis, presented in this paper, demonstrates the effectiveness of the proposed method. |
Year | DOI | Venue |
|---|---|---|
2011 | 10.1016/j.cose.2011.08.006 | Computers & Security |
Keywords | Field | DocType |
anomaly detection,sketches,wavelet analysis,data collection,network security,communication system,real time,intrusion detection system | Data mining,Anomaly detection,Computer security,Computer science,Network security,Real-time computing,Anomaly-based intrusion detection system,Router,Intrusion detection system,Wavelet | Journal |
Volume | Issue | ISSN |
30 | 8 | 0167-4048 |
Citations | PageRank | References |
6 | 0.46 | 15 |
Authors | ||
4 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| C. Callegari | 1 | 98 | 14.23 |
| Stefano Giordano | 2 | 609 | 86.56 |
| Michele Pagano | 3 | 198 | 31.51 |
| Teresa Pepe | 4 | 123 | 11.26 |