An online shadowed clustering algorithm applied to risk visualization in territorial security

2012 IEEE Symposium on Computational Intelligence for Security and Defence Applications, CISDA 2012

Volumn , Issue , 2012, Pages

  Falcon, Rafael ^a   Nayak, Amiya ^a   Abielmona, Rami ^b  

^a UNIVERSITY OF OTTAWA   (Canada)

^b Larus Technologies Corp   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ABNORMAL SAMPLES; CRITICAL INFRASTRUCTURE PROTECTION; HUMAN EXPERT; INTERPRETABILITY; PROCESS DATA; REAL TIME; RISK SOURCES; RISK VISUALIZATION; SECURITY ENVIRONMENTS; SHADOWED SETS; SURVEILLANCE SYSTEMS; SYSTEM DYNAMICS; TIME VARYING;

ARTIFICIAL INTELLIGENCE; MACHINERY; VISUALIZATION;

CLUSTERING ALGORITHMS;

EID: 84867707627     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CISDA.2012.6291542     Document Type: Conference Paper

References (18)

1. J. Aubert, T. Schaberreiter, C. Incoul, D. Khadraoui, and B. Gateau. Risk-Based Methodology for Real-Time Security Monitoring of Interdependent Services in Critical Infrastructures. In Int'l Conference on Availability, Reliability and Security, pages 262-267, February 2010.
2. J. C. Bezdek. Pattern Recognition with Fuzzy Objective Function Algorithms. Plenum, New York, 1981.
3. R. Falcon, R. Abielmona, and A. Nayak. An Evolving Risk Management Framework for Wireless Sensor Networks. In Proceedings of the 2011 IEEE Int'l Conference on Computational Intelligence for Measurement Systems and Applications (CIMSA), pages 1-6, Ottawa, Canada, September 2011.
4. R. Falcon, X. Li, A. Nayak, and I. Stojmenovic. The One-Commodity Traveling Salesman Problem with Selective Pickup and Delivery: an Ant Colony Approach. In IEEE Congress on Evolutionary Computation (CEC), pages 4326-4333, Barcelona, Spain, 2010.
5. K. Haslum and A. Arnes. Multisensor Real-time Risk Assessment using Continuous-time Hidden Markov Models. In Int'l Conference on Computational Intelligence and Security, pages 1536-1540, Nov. 2006.
6. P. Hore, L. O. Hall, and D. B. Goldgof. A Fuzzy C Means Variant For Clustering Evolving Data Streams. In Proc. of the IEEE International Conference on Systems, Man and Cybernetics, pages 360-365, October 2007.
7. P. Hore, L. O. Hall, and D. B. Goldgof. Creating Streaming Iterative Soft Clustering Algorithms. In Annual Meeting of the North American Fuzzy Information Processing Society, pages 484-488, June 2007.
8. P. Hore, L. O. Hall, D. B. Goldgof, and W. Cheng. Online Fuzzy C Means. In Annual Meeting of the North American Fuzzy Information Processing Society, pages 1-5, May 2008.
9. C.-C. Hung, W. Liu, and B.-C. Kuo. A New Adaptive Fuzzy Clustering Algorithm for Remotely Sensed Images. In Proc. of the IEEE International Geoscience and Remote Sensing Symposium, volume 2, July 2008.
10. Larus Technologies and GE Fanuc Intelligent Platforms. 21st Century Territorial Security: a Sensor Network Approach. November 2008.
11. S. Mitra, W. Pedrycz, and B. Barman. Shadowed C-means: Integrating Fuzzy and Rough Clustering. Pat. Recognition, 43(4):1282-1291, 2010.
12. N. R. Pal, K. Pal, , J. M. Keller, and J. C. Bezdek. A Possibilistic Fuzzy c-Means Clustering Algorithm. IEEE Transactions on Fuzzy Systems, 13(4):517-530, aug. 2005.
13. W. Pedrycz. Shadowed Sets: Bridging Fuzzy and Rough Sets. In S. K. Pal and A. Skowron, editors, Rough Fuzzy Hybridization. A New Trend in Decision-Making, pages 179-199. Springer Verlag / Singapore, 1999.
14. W. Pedrycz. From Fuzzy Sets to Shadowed Sets: Interpretation and Computing. Int'l Journal of Intelligent Systems, 24:48-61, 2009.
15. W. Pedrycz. Evolvable Fuzzy Systems: Some Insights and Challenges. Evolving Systems, 1:73-82, 2010.
16. T. Schaberreiter, C. Bonhomme, J. Aubert, C. Incoul, and D. Khadraoui. Support Tool Development for Real-Time Risk Prediction in Interdependent Critical Infrastructures. In IEEE Int'l Symposium on Sofware Reliability Engineering. 2009.
17. U. A. Services. HSIC 2006; The State of Play in Homeland Security: Critical Infrastructure - The Next Frontier. 2006.
18. X. Tan, Y. Zhang, X. Cui, and H. Xi. Using Hidden Markov Models to Evaluate the Real-Time Risks of Network. In IEEE Int'l Symposium on Knowledge Acquisition and Modeling Workshop, pages 490-493, December 2008.