Semi-synthetic data set generation for security software evaluation

2014 12th Annual Conference on Privacy, Security and Trust, PST 2014

Volumn , Issue , 2014, Pages 156-163

  Skopik, Florian ^a   Settanni, Giuseppe ^a   Fiedler, Roman ^a   Friedberg, Ivo ^a  

^a AIT AUSTRIAN INSTITUTE OF TECHNOLOGY   (Austria)

Author keywords

anomaly detection evaluation; scalable system behavior model; synthetic data set generation

Indexed keywords

COMPLEX NETWORKS; COMPUTER SOFTWARE SELECTION AND EVALUATION; VIRTUAL REALITY; VIRUSES;

ANOMALY DETECTION; DETECTION PERFORMANCE; INTRUSION DETECTION AND PREVENTION SYSTEMS; INTRUSION DETECTION SYSTEMS; REALISTIC CONDITIONS; SCALABLE SYSTEMS; SECURITY SITUATION; SYNTHETIC DATASETS;

INTRUSION DETECTION;

EID: 84910053951     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PST.2014.6890935     Document Type: Conference Paper

References (14)

1. A. Ozment, "Bug auctions: Vulnerability markets reconsidered," in Third Workshop on the Economics of Information Security, 2004.
2. C. Tankard, "Advanced persistent threats and how to monitor and deter them." Network Security, vol. 2011, no. 8, pp. 16-19, 2011.
3. M. E. Karim, A. Walenstein, A. Lakhotia, and L. Parida, "Malware phylogeny generation using permutations of code." J. in Comp. Virology, vol. 1, no. 1-2, pp. 13-23, 2005.
4. W. G. Halfond, J. Viegas, and A. Orso, "A classification of SQL-Injection attacks and countermeasures," in IEEE Int'l Symposium on Secure Software Engineering, 2006.
5. M. Richmond, "Vise: The virtual security testbed," University of California, Santa Barbara, Tech. Rep., 2005.
6. L. M. Rossey, R. K. Cunningham, D. J. Fried, J. C. Rabek, R. P. Lippmann, J. W. Haines, and M. A. Zissman, "Lariat: Lincoln adaptable real-time information assurance testbed," in In IEEE Proc. Aerospace Conference, 2001, pp. 2671-2682.
7. X. Jiang, D. Xu, H. J. Wang, and E. H. Spafford, "Virtual playgrounds for worm behavior investigation." in RAID, vol. 3858. Springer, 2005, pp. 1-21.
8. G. Singaraju, L. Teo, and Y. Zheng, "A testbed for quantitative assessment of intrusion detection systems using fuzzy logic," in IEEE Int'l Inf. Assurance Workshop, 2004.
9. T. Benzel, "The science of cyber security experimentation: The deter project." in ACSAC. ACM, 2011, pp. 137-148.
10. T. Morris, R. Vaughn, and Y. S. Dandass, "A testbed for scada control system cybersecurity research and pedagogy," in Workshop on Cyber Security and Information Intelligence Research, 2011, pp. 27:1-27:1.
11. F. Skopik and R. Fiedler, "Intrusion detection in distributed systems using fingerprinting and massive event correlation," in 43. Jahrestagung der Gesellschaft fuer Informatik e.V., 2013, pp. 2240-2254.
12. D. R. Miller, S. Harris, A. Harper, S. VanDyke, and C. Blask, Security Information and Event Management (SIEM) Imple-mentation. McGraw-Hill, 2010.
13. DARPA Intrusion Detection Data Sets, http://www.ll.mit. edu/mission/communications/cyber/CSTcorpora/ideval/data/, 2000.
14. J. Sommers and P. Barford, "Self-configuring network traffic generation." in Internet Measurement Conference. ACM, 2004, pp. 68-81.