Using Ant Colony Optimization metaheuristic and Dynamic Time Warping for anomaly detection

2013 21st International Conference on Software, Telecommunications and Computer Networks, SoftCOM 2013

Volumn , Issue , 2013, Pages

  Carvalho, Luiz F ^a   Rodrigues, Joel J P C ^b   Barbon, Sylvio ^a   Lemes Proenca, Mario ^a  

^a STATE UNIVERSITY OF LONDRINA   (Brazil)

^b UNIVERSITY OF BEIRA INTERIOR   (Portugal)

Author keywords

[No Author keywords available]

Indexed keywords

ANOMALY DETECTION; ANOMALY NOTIFICATION; DYNAMIC TIME WARPING; EXTRACTION OF INFORMATION; NETWORK ADMINISTRATOR; NETWORK AVAILABILITY; PATTERN-MATCHING TECHNIQUE; TRAFFIC MONITORING;

ALGORITHMS; ANT COLONY OPTIMIZATION; ARTIFICIAL INTELLIGENCE; BEHAVIORAL RESEARCH; PATTERN MATCHING; TELECOMMUNICATION TRAFFIC;

ELECTRONIC DOCUMENT IDENTIFICATION SYSTEMS;

EID: 84893382978     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SoftCOM.2013.6671906     Document Type: Conference Paper

References (14)

1. A. Patcha and J. -M. Park, "An overview of anomaly detection techniques: Existing solutions and latest technological trends," Computer Networks, vol. 51, no. 12, pp. 3448-3470, 2007. [Online]. Available: http://www. sciencedirect. com/science/article/pii/S138912860700062X
2. M. V. O. Assis, L. F. Carvalho, J. J. P. C. Rodrigues, and M. L. Proença Jr, "Holt-winters statistical forecasting and aco metaheuristic for traffic characterization," in press of 2013 IEEE International Con-ference on Communications (ICC'13), 2013
3. S. Molnar and Z. Moczar, "Three-dimensional characterization of internet flows," in Communications (ICC), 2011 IEEE International Conference on, june 2011, pp. 1-6
4. A. Lakhina, M. Crovella, and C. Diot, "Mining anomalies using traffic feature distributions," in Proceedings of the 2005 conference on Applications, technologies, architectures, and protocols for computer communications, ser. SIGCOMM '05. New York, NY, USA: ACM, 2005, pp. 217-228. [Online]. Available: http://doi. acm. org/10. 1145/1080091. 1080118
5. E. Rocha, P. Salvador, and A. Nogueira, "A multi-variate classification approach for the detection of illicit traffic," in Software, Telecommuni-cations and Computer Networks (SoftCOM), 2011 19th International Conference on, 2011, pp. 1-6
6. Y. Wang and H. Kobayashi, "An improved technology for content matching intrusion detection system," in Software in Telecommuni-cations and Computer Networks, 2006. SoftCOM 2006. International Conference on, 2006, pp. 238-241
7. M. Lima, B. Zarpelao, L. Sampaio, J. J. P. C. Rodrigues, T. Abrao, and M. Proena, "Anomaly detection using baseline and k-means clustering," in Software, Telecommunications and Computer Networks (SoftCOM), 2010 International Conference on, 2010, pp. 305-309
8. M. Dorigo, M. Birattari, and T. Stutzle, "Ant colony optimization," Computational Intelligence Magazine, IEEE, vol. 1, no. 4, pp. 28-39, nov. 2006
9. H. Jiang, Q. Yu, and Y. Gong, "An improved ant colony clustering algorithm," in Biomedical Engineering and Informatics (BMEI), 2010 3rd International Conference on, vol. 6, oct. 2010, pp. 2368-2372
10. "Silhouettes: A graphical aid to the interpretation and validation of cluster analysis," Journal of Computational and Applied Mathematics, vol. 20, no. 0, pp. 53-65, 1987
11. P. Esling and C. Agon, "Time-series data mining," ACM Comput. Surv., vol. 45, no. 1, pp. 12:1-12:34, Dec. 2012. [Online]. Available: http://doi. acm. org/10. 1145/2379776. 2379788
12. H. Sakoe and S. Chiba, "Dynamic programming algorithm optimization for spoken word recognition," Acoustics, Speech and Signal Processing, IEEE Transactions on, vol. 26, no. 1, pp. 43-49, feb 1978
13. P. Phaal, S. Panchen, and N. McKee, "InMon Corporation's sFlow: A Method for Monitoring Traffic in Switched and Routed Networks," IETF, RFC 3176, Sep. 2001. [Online]. Available: //http://www. ietf. org/rfc/rfc3176. txt
14. T. Fawcett, "An introduction to roc analysis," Pattern Recogn. Lett., vol. 27, no. 8, pp. 861-874, Jun. 2006. [Online]. Available: http://dx. doi. org/10. 1016/j. patrec. 2005. 10. 010