Corpus ID: 17955048

Investigating Cross-Platform Robustness for Machine Learning Based IDSs on 802.11 Networks

@inproceedings{Makanju2007InvestigatingCR,
  title={Investigating Cross-Platform Robustness for Machine Learning Based IDSs on 802.11 Networks},
  author={A. Makanju and A. N. Zincir-Heywood},
  year={2007}
}
Security and Intrusion detection in 802.11 networks is currently an active area of research where WiFi specific Data Link layer attacks are an area of focus. While these attacks are very simple in implementation, their effect on WiFi networks can be devastating. Recent research has focused on producing machine learning based IDSs for these attacks. Such IDSs have shown promise. Our work investigates the CrossPlatform robustness of such machine learning based solutions. By cross-platform… CONTINUE READING
3 Citations

Figures and Tables from this paper

Adaptabilty of a GP Based IDS on Wireless Networks
  • 3
  • PDF
Robust learning intrusion detection for attacks on wireless networks
  • 5
  • PDF
Knowledge Discovery from Trouble Ticketing Reports in a Large Telecommunication Company
  • 9

References

SHOWING 1-10 OF 23 REFERENCES
A Comparison Between Signature and GP-Based IDSs for Link Layer Attacks on WiFi Networks
  • 8
  • PDF
A Wireless Intrusion Detection Method Based on Dynamic Growing Neural Network
  • Y. Liu, Daxin Tian, B. Li
  • Computer Science
  • First International Multi-Symposiums on Computer and Computational Sciences (IMSCCS'06)
  • 2006
  • 26
Genetic programming based WiFi data link layer attack detection
  • 19
  • PDF
Training genetic programming on half a million patterns: an example from anomaly detection
  • 164
Applying Genetic Programming to Intrusion Detection
  • 237
  • Highly Influential
  • PDF
Adaptation in natural and artificial systems
  • 37,603
Genetic programming: a paradigm for genetically breeding populations of computer programs to solve problems
  • 683
  • PDF
Page-based linear genetic programming
  • M. J. Heywood, A. N. Zincir-Heywood
  • Computer Science
  • Smc 2000 conference proceedings. 2000 ieee international conference on systems, man and cybernetics. 'cybernetics evolving to systems, humans, organizations, and their complex interactions' (cat. no.0
  • 2000
  • 21
  • Highly Influential
  • PDF
Dynamic Training Subset Selection for Supervised Learning in Genetic Programming
  • 192
Snort wireless, http://www.snort-wireless.org
  • Retrieved from the web., 2005.
  • 2005