Intrusion detection using noisy training data

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 3043, Issue , 2004, Pages 547-556

  Park, Yongsu ^a   Lee, Jaeheung ^b   Cho, Yookun ^a  

^a Seoul National University   (South Korea)

^b SAMSUNG Electronics   (South Korea)

Author keywords

Anomaly detection; Intrusion detection; Security; System call

Indexed keywords

MERCURY (METAL); MOBILE SECURITY;

ANOMALY DETECTION; ANOMALY DETECTION METHODS; DETECTION RATES; FALSE POSITIVE RATES; INTRUSION DETECTION SYSTEMS; SECURITY; SECURITY POLICY; SYSTEM CALLS;

INTRUSION DETECTION;

EID: 35048840815     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-24707-4_66     Document Type: Article

References (8)

1. V. Barnett and T. Lewis. Outliers in Statistical Data. New York: John Wiley and Sons, 1994.
2. CERT. CERT Advisory CA-1997-13 Vulnerability in xlock. http://www.cert.org/advisories/CA-1997-13.html, 1997.
3. CERT. CERT Advisory CA-98.05 Topic: Multiple Vulnerabilities in BIND. http://www.cert.org/advisories/CA-98.05.bind-problems.html, 1998.
4. Computer Science Department Univ. of New Mexico. Sequence-based intrusion detection data sets, http://www.cs.unm.edu/~immsec/systemcalls.htm, 1998.
5. Eleazar Eskin. Anomaly Detection over Noisy Data using Learned Probability Distributions. In Proceedings of 17th International Conference on Machine Learning, pages 255-262. Morgan Kaufmann, San Francisco, CA, 2000.
6. Wenke Lee and Dong Xiang. Information-Theoretic Measures for Anomaly Detection. In IEEE Symposium on Security and Privacy, pages 130-143, 2001.
7. Kymie M. C. Ran and Roy A. Maxion. Why 6? Defining the Operational Limits of slide, an Anomaly-Based Intrusion Detector. In IEEE Symposium on Security and Privacy, pages 188-201, Los Alamitos, CA, 2002.
8. Christina Warrender, Stephanie Forrest, and Barak A. Pearlmutter. Detecting Intrusions using System Calls: Alternative Data Models. In IEEE Symposium on Security and Privacy, pages 133-145, 1999.