Anomaly detection in network security based on nonparametric techniques

Proceedings - IEEE INFOCOM

Volumn , Issue , 2006, Pages

  Kim, Eunhye ^a   Kim, Sehun ^a  

^a Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

Author keywords

Hierarchical dimension reduction; Intrusion detection; K nearest neighbor classifier; Network security; Optimized k Means clustering; Parzen Window; Principal components analysis

Indexed keywords

CLUSTER ANALYSIS; COMPUTATIONAL COMPLEXITY; INTRUSION DETECTION; PRINCIPAL COMPONENT ANALYSIS;

HIERARCHICAL DIMENSION REDUCTION; OPTIMIZED K-MEANS CLUSTERING;

NETWORK SECURITY;

EID: 39049123202     PISSN: 0743166X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INFOCOM.2006.76     Document Type: Conference Paper

References (4)

1. Lee W., Stolfo S. and Mok K., "A Data Mining Framework for Building Intrusion Detection Models," In Proceedings of the IEEE Symposium on Security and Privacy, 1999.
2. Yeung, D.Y., Chow, C., Parzen-window network intrusion detectors. In Proceedings of the Sixteenth International Conference on Pattern Recognition, 2002.
3. KDD cup 99 Intrusion detection data set, http://kdd.ics.uci.edu/ databases/kddcup99/kddcup99.html
4. nd, Wiley, 2001