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2008 Communication Networks and Services Research Conference (CNSR 2008)
A Novel Covariance Matrix Based Approach for Detecting Network Anomalies
May 05-May 08
ISBN: 978-0-7695-3135-9
| ASCII Text | x | ||
| Mahbod Tavallaee, Wei Lu, Shah Arif Iqbal, Ali A. Ghorbani, "A Novel Covariance Matrix Based Approach for Detecting Network Anomalies," Communication Networks and Services Research, Annual Conference on, pp. 75-81, 2008 Communication Networks and Services Research Conference (CNSR 2008), 2008. | |||
| BibTex | x | ||
| @article{ 10.1109/CNSR.2008.80, author = {Mahbod Tavallaee and Wei Lu and Shah Arif Iqbal and Ali A. Ghorbani}, title = {A Novel Covariance Matrix Based Approach for Detecting Network Anomalies}, journal ={Communication Networks and Services Research, Annual Conference on}, volume = {0}, year = {2008}, isbn = {978-0-7695-3135-9}, pages = {75-81}, doi = {http://doi.ieeecomputersociety.org/10.1109/CNSR.2008.80}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - CONF JO - Communication Networks and Services Research, Annual Conference on TI - A Novel Covariance Matrix Based Approach for Detecting Network Anomalies SN - 978-0-7695-3135-9 SP75 EP81 A1 - Mahbod Tavallaee, A1 - Wei Lu, A1 - Shah Arif Iqbal, A1 - Ali A. Ghorbani, PY - 2008 KW - null VL - 0 JA - Communication Networks and Services Research, Annual Conference on ER - | |||
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/CNSR.2008.80
During the last decade, anomaly detection has attracted the attention of many researchers to overcome the weakness of signature-based IDSs in detecting novel attacks. However,having a relatively high false alarm rate, anomaly detection has not been wildly used in real networks. In this paper, we have proposed a novel anomaly detection scheme using the correlation information contained in groups of network traffic samples. Our experimental results show promising detection rates while maintaining false positives at very low rates.
Citation:
Mahbod Tavallaee, Wei Lu, Shah Arif Iqbal, Ali A. Ghorbani, "A Novel Covariance Matrix Based Approach for Detecting Network Anomalies," cnsr, pp.75-81, 2008 Communication Networks and Services Research Conference (CNSR 2008), 2008
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