High-Performance Intrusion Detection Using OptiGrid Clustering and Grid-Based Labelling

作者: Moriteru Ishida , Hiroki Takakura , Yasuo Okabe

DOI: 10.1109/SAINT.2011.12

关键词:

摘要: … Among data sets of Kyoto 2006+, we used three-days traffic data (November 1st-3rd, 2007) as training data. Similar to KDDCUP1999, the ratio of attack data occupied 80% of the …

参考文章(12)
Andrew H. Sung, Srinivas Mukkamala, Identifying Significant Features for Network Forensic Analysis Using Artificial Intelligence Techniques. International Journal of Digital Evidence. ,vol. 1, ,(2003)
Jungsuk Song, Hiroki Takakura, Yasuo Okabe, Yongjin Kwon, A Robust Feature Normalization Scheme and an Optimized Clustering Method for Anomaly-Based Intrusion Detection System Advances in Databases: Concepts, Systems and Applications. pp. 140- 151 ,(2007) , 10.1007/978-3-540-71703-4_14
Pavel Laskov, Patrick Düssel, Christin Schäfer, Konrad Rieck, Learning intrusion detection: supervised or unsupervised? international conference on image analysis and processing. pp. 50- 57 ,(2005) , 10.1007/11553595_6
Alexander Hinneburg, Daniel A. Keim, Optimal Grid-Clustering: Towards Breaking the Curse of Dimensionality in High-Dimensional Clustering very large data bases. pp. 506- 517 ,(1999)
Christopher Leckie, Kingsly Leung, Unsupervised anomaly detection in network intrusion detection using clusters ACSC '05 Proceedings of the Twenty-eighth Australasian conference on Computer Science - Volume 38. ,vol. 38, pp. 333- 342 ,(2005)
Alexander Hinneburg, Hans-Henning Gabriel, DENCLUE 2.0: fast clustering based on kernel density estimation intelligent data analysis. pp. 70- 80 ,(2007) , 10.1007/978-3-540-74825-0_7
Cheng-Fa Tsai, Chia-Chen Yen, Unsupervised Anomaly Detection Using HDG-Clustering Algorithm international conference on neural information processing. pp. 356- 365 ,(2008) , 10.1007/978-3-540-69162-4_37
David Arthur, Sergei Vassilvitskii, How slow is the k-means method? Proceedings of the twenty-second annual symposium on Computational geometry - SCG '06. pp. 144- 153 ,(2006) , 10.1145/1137856.1137880
Lance Parsons, Ehtesham Haque, Huan Liu, Subspace clustering for high dimensional data ACM SIGKDD Explorations Newsletter. ,vol. 6, pp. 90- 105 ,(2004) , 10.1145/1007730.1007731
Mary Inaba, Naoki Katoh, Hiroshi Imai, Applications of weighted Voronoi diagrams and randomization to variance-based k-clustering Proceedings of the tenth annual symposium on Computational geometry - SCG '94. pp. 332- 339 ,(1994) , 10.1145/177424.178042