Evaluation of the Fisher Discriminant and Chi-square distance metric in network intrusion detection

IEEE Region 5 Conference: Annual Technical and Leadership Workshop

Volumn , Issue , 2004, Pages 119-124

  Hixon, Rena ^a   Gruenbacher, Don M ^b  

^a WICHITA STATE UNIVERSITY   (United States)

^b Kansas State University   (United States)

Author keywords

Chi square distance metric, network intrusion detection; Fisher Discriminant; Intrusion detection

Indexed keywords

CHI-SQUARE METRIC; FISHER DISCRIMINANT; INTRUSION DETECTION; NETWORK INTRUSION DETECTION;

COMPUTER NETWORKS; CRYPTOGRAPHY; INFORMATION ANALYSIS; KNOWLEDGE ACQUISITION; MATHEMATICAL MODELS; SECURITY OF DATA; VECTORS;

COMPUTER SYSTEMS;

EID: 3042614032     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. Duda, Richard, Hart, Peter, and Stork, David, Pattern Classification, Danvors, MA, John Wiley & Sons Publishers, 2001.
2. Jaakkola, Tommi S., -"Machine Learning", http;//www.ai.mit.edu/ courses/6.867/lectures/lecture-5.pdf. January, 2003.
3. Noel, George E.; Gustafson, Steven C.; Gunsch, Gregg H., "Network-Based Anomaly Detection Using Discriminant Analysis", Journal of Information Warfare, Fall, 2001.
4. Emran, Syed Masum, Ye, Nong, "Robustness of Chi-square and Canberra Distance Metrics for Computer Intrusion Detection", Quality and Reliability Engineering International, January/February, 2002
5. Ye, Nong, Chen, Qiang, "An Anomaly Detection Technique Based on a Chi-sqare Statistic for Detecting Intrusions into Information Systems", Quality and Reliability Engineering International, January, 2001
6. Ye, Nong, Emran, Syed Masum, Chen, Qiang, Vilbert, Sean, "Multivariate Statistical Analysis of Audit Trails for Host-Based Intrusion Detection", IEEE Transactions on Computers, July, 2002
7. Ye, Nong, Li, Xiangyang, Chen, Qiang, Emran, Syed Masum, Xu Mingming, "Probabilistic Techniques for Intrusion Detection Based on Computer Audit Data", IEEE Transactions on Systems, Man, and Cybernetics, July, 2001
8. rd edition, Indianapolis, Indiana, New Riders Publisher, 2002.