Cooperative Intelligent Systems

Research in Cooperative Intelligent Systems includes distributed and multiagent systems, coordination theory, machine learning, modular neural networks, ant colony methods and particle swarm techniques. Application areas include data and knowledge organization for Internet applications, cooperative robotics, sensors and classification systems.

Relevant Recent Publications

• Xia, Y. and Kamel, M.S., "Novel Cooperative Neural Fusion Algorithms For Image Restoration and Image Fu sion", IEEE Trans on Image Processing, Vol. 16, No. 2, pp. 367-381, 2007.
• Jiang, Ju., Kamel, M.S., Chen, L., "Aggregation of Multiple Reinforcement Learning Algorithms", International Journal of AI Tools, Vol 15, No. 5, pp. 855-861, 2006.
• Wanas, N, Dara, R. and Kamel, Mohamed S., "Adaptive Fusion and Co-operative Training for Classifier Ensembles, Pattern Recognition, Vol 39, No. 9, Pages 1781-1794, 2006.
• Yang, Yan and Kamel, Mohamed S., "An Aggregated Clustering Approach Using Multi-Ant Colonies Algor ithms", Pattern Recognition, Vol. 39, No.7, Pages 1278-1289, July, 2006.
• Tehrani, A.M., Kamel, M.S. and Khamis, A., "Fuzzy Reinforcement Learning for Embedded Soccer Agents in a Multiagent Context", to be published in Special Issue on Agents Meet Robots, International Journal of Robotics and Automation, Vol 21, No.2, pp. 110-119, 2006.
• Hammouda, K. and Kamel, M., " Document Similarity Using a Phrase Indexing Graph Model, Knowledge and Information Systems", vol. 6, no. 6, pp. 710-727, November 2004.
• Hammouda, K. and Kamel, M., " Efficient Phrase-based Document Indexing for Web Document Clustering", IEEE Transactions on Knowledge and Data Engineering, Vol. 16, no. 10, pp. 1279-1296, 2004.
• Bardon, C, Hodge, A. and Kamel, M., " A Framework for Optimal Multi-agent Sensor Planning", International Journal of Robotics and Automation, Vol. 19, No 3, pp. 152-166, 2004.
• Hodge, L. and Kamel, M., " An Agent-Based Approach to Multi-Sensor Coordination", IEEE Trans on Systems, Man and Cybernetics, Part A, Vol 33, No. 5, pp. 648-661, 2003.
• Shakshuki, E., Ghenniwa, H. and Kamel, M., `` An Architecture for Cooperative Information Systems", Knowledge Based Systems, vol. 16, no. 1, pp. 17-27, 2003.
• Shakshuki, E., Ghenniwa, H. and Kamel, M., `` Agent-based System Architecture for Dynamic and Open Environments", International Journal of Information Technology and Decision Making, Vol 2, No. 1, pp 105-133, 2003.
• Hodge, L. and Kamel, M., ``A Simulation Environment for Multi-Sensor Planning", Simulation, Vol 76. No. 6, 2001, pp. 371-380.
• Ghenniwa, H. and Kamel, M., ``Interaction Devices for Coordinating Cooperative Distributed Systems", Automation and Soft Computing, Vol.6, No.3, 2000, pp.173-184.
• Ho, F. and Kamel, M., ``Learning Coordination Strategies for Cooperative Multiagent Systems", the Journal of Machine Learning, Vol. 33, 1998, pp. 155-177 .

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