Journal Publications
2012
- Ahmadi, A., Karray, F. and Kamel, M., "Model Order Selection for Multiple Cooperative Swarms Clustering Using Stability Analysis", Information Sciences, Vol. 182, No. 1, pp.169-183, 2012.
2011
- Farahat, A. and Kamel, M., "Statistical Semantics for Enhancing Document Clustering", Knowledge and Information Systems (KAIS) Journal, Vol. 28. No. 2, pp. 365-393, 2011.
- Miao, Y., Khamis, Alaa, Karray, F. O., Kamel, M., "A Novel Approach to Path Planning for Autonomous Mobile Robots", International Journal of Control and Intelligent Systems, Vo. 39, No. 4, pp. 2312-2319, 2011.
- Miao, Y., Kamel, M., "Pairwise Optimized Rocchio Algorithm for Text Categorization", Pattern Recognition Letters, Vol. 32, No. 2, pp. 375-382, 2011.
- ElAyadi, M, Kamel, M.S., and Karray, F., "Survey on Speech Emotion Recognition: Features, Classification Schemes and Databases", Pattern Recognition, Vol. 44, No. 3, pp. 572-587, 2011.
- Makrehchi, M., Kamel. M.S.,, ``Impact of Term Dependency and Class Imbalance on the Performance of Feature Ranking Methods for Text Classifiers", International Journal of Pattern Recognition and Artificial Intelligence, Vol. 25, No. 7, pp.953-983, 2011.
- Makrehchi, Masoud and Kamel, Mohamed S., "An information theoretic approach to generating fuzzy hypercubes for if-then classifiers", Journal of Intelligent & Fuzzy Systems 22, pp. 33-52, 2011.
2010
- Shehata, S., Karray, F. and Kamel, M., "An Efficient Model For Enhancing Text Categorization Using Sentence Semantics", Computational Intelligence, Vol. 26, No. 3, pp. 215-231, 2010.
- Shehata, S., Karray, F. and Kamel, M., "An Efficient Concept-based Mining Model for Enhancing Text Clustering", IEEE Transactions Knowledge and Data Engineering, Vol 22, No. 10, pp. 1360-1371, 2010.
- Ahmadi, A., Karray, F. and Kamel, M., "Flocking Based Approach for Data Clustering", Natural Computing, Vol. 9, No. 3, pp. 767-791, 2010.
- Kashef, R., and Kamel, M., "Cooperative
Clustering", Pattern Recognition, Vol. 43, No. 6, pp. 2315-2329,
2010.
- Dara, R., Makrehchi, M., and Kamel, M., "Filter-Based
Data Partitioning for Training Multiple Classifier Systems", IEEE
Transactions on Knowledge and Data Engineering, Vol. 22, No. 4, pp. 508-522,
2010.
- El-Abd, M., and Kamel, M., "A
Cooperative Particle Swarm Optimizer with Migration of Heterogeneous
Probabilistic Models", Swarm Intelligence, Springer, Vol. 4, No. 1,
pp. 57-89, 2010.
- Kong, A., Zhang, D., and Kamel, M., "An
Analysis of IrisCode", IEEE Transactions on Image Processing,
Vol. 19, No. 2, pp. 522-532, 2010.
- Xia, Y., Kamel, M., Leung, H., "A
Fast Algorithm for AR Parameter Estimation using a Novel
Noise-Constrained Least-Squares Method", Neural Networks, Vol.
23, No. 3, pp. 396-405, 2010.
- Ayad, H., Kamel, M., "On
Voting-Based Consensus of Cluster Ensembles", Pattern
Recognition, Vol. 43, No. 5, pp. 1943-1953, 2010.
- El-Abd, M., Hassan, H., Anis, M., Kamel, M. and El-Masry, M. I.,
"Discrete
Cooperative Particle Swarm Optimization for FPGA Placement",
Applied Soft Computing, Vol. 10, No. 1, pp. 284-295, January 2010.
- Rasheed, Sarbast, Stashuk, Daniel W. and Kamel, Mohamed S., "Integrating Heterogeneous Classifier Ensembles for EMG Signal Decomposition Based on Classifier Agreement", IEEE Trans. Information Technology in Biomedicine, Vol. 14, No. 3, pp. 866-882, 2010.
2009
- Khaled Hammouda, Mohamed S. Kamel, "Hierarchically-Distributed Peer-to-Peer Document Clustering and Cluster Summarization", IEEE Transactions on Knowledge and Data Engineering, Vol. 21, No. 5, pp.681-698, 2009.
- Kashef, R., and Kamel, M,
"Enhanced Bisecting k-means Clustering Using Intermediate Cooperation". Pattern Recognition,
Vol. 42, No. 11, pp. 2557-2569, 2009.
- Kong, A., Zhang, D., and Kamel, M.,
"A Survey of Palmprint Recognition" Pattern Recognition, Vol. 42., No.7, pp. 1408-1418, 2009.
- Dara, R, Kamel, M, Wanas, N., "Data Dependency in Multiple Classifier Systems", Pattern Recognition, Vol. 42, No. 7, pp. 1260-1273, 2009.
- Noha A. Yousri, Mohamed S. Kamel, and Mohamed A. Ismail, "A Distance-Relatedness Dynamic Model for Clustering High Dimensional Data of Arbitrary Shapes and Densities", Pattern Recognition , Vol. 42, No. 7, pp. 1193-1209, 2009.
- Kamel, M.S. and Xia, Y., "Cooperative Recurrent Modular Neural Networks for Constrained Optimization: A survey of models and applications", Cognitive Neurodynamics, Vol. 3, No. 1, pp.47-81, 2009.
- M. Shokri, H.R. Tizhoosh, M. Kamel, "Oppositional Target Domain Estimation Using Grid-Based Simulation", Applied Soft Computing, Vol. 9 pp. 423-430, 2009.
- Chen, Lei and Kamel, Mohamed S, "A Generalized Adaptive Ensemble Generation and Aggregation Approach for Multiple Classifier Systems", Pattern Recognition, Vol. 42, No. 5, pp. 629-644, 2009.
- Sun, Y.,Wong, A.K.C., Kamel, M.S., "Classification of Imbalanced Data: A Review", International Journal of Pattern Recognition and Artificial Intelligence (IJPRAI), Vol. 23, No. 4, pp. 687-719, 2009.
2008
- Richard Khoury, Fakhreddine Karray, Mohamed S. Kamel,
“Domain
Representation using Possibility Theory: An Exploratory Study”, IEEE
Transaction on Fuzzy Systems, Vol.
16, No. 6, pp. 1531-1541, 2008.
- Alajlan, N., Kamel, M. S., Freeman, G., "Geometry-based Image Retrieval in Binary Image Databases", IEEE Trans on Pattern Analysis and Machine Intelligence, Vol 30, No. 6, pp. 1003-1013, 2008.
- Ayad, H and Kamel, M., "Cumulative Voting Consensus Method for Partitions with Variable Number of Clusters", IEEE Trans on Pattern Analysis and Machine Intelligence, Vol. 30, No. 1, pp. 160-173, 2008.
- AL-Mutairi, M., Hipel, K. and Kamel, M., "Trust and Cooperation from a Fuzzy Perspective", Mathematics and Computers in Simulation, Vol 76, issue 5-6, pp. 430-446, Elsevier, 2008.
- AL-Mutairi, M., Hipel, K. and Kamel, M., "Fuzzy Preferences in Conflicts", International Journal on Systems Science and Systems Engineering (JSSSE), Springe
r, Vol 17, No. 3, pp. 257-276, 2008.
- El-Abd, Mohammed and Kamel, Mohamed S., "A Taxonomy of Cooperative Particle Swarm Optimizers", International Journal of Computational Intelligence Research, Vol. 4, No.2, 2008.
- ElAyadi, M, Kamel, M.S., and Karray, F., "Toward a tight upper bound for the error probability of the binary Gaussian classification problem", Pattern Recognition, Vol. 41, No. 6, pp. 2120-2132, 2008.
- Hammouda, K., Kamel. M., "Distributed Collaborative Web Document Clustering Using Cluster Keyphrase Summaries", Information Fusion Journal, Vol. 9, No.4, pp. 465-480, 2008.
- Khoury, Richard, Karray, Fakhreddine and Kamel, Mohamed,"Keyword Extraction Rules Based on a Part-Of-Sp
eech Hierarchy", International Journal of Advanced Media and Communication (
IJAMC), Vol. 2, No.2, pp 138-153, 2008.
- Kong, A., Zhang, D., and Kamel, M., "Three Measures for Secure Palmprint Identification", Pattern Recognition, Vol. 41, No. 4, pp. 1329-1337, 2008.
- Rasheed, Sarbast, Stashuk, Daniel and Kamel, Mohamed, "Fusion of Multiple Classifiers for Motor Unit
Potential Sorting", Biomedical Signal Processing and Control Journal, 3, pp.229-243, 2008.
- Rasheed, Sarbast, Stashuk, Daniel and Kamel, Mohamed, "An Interactive Environment for Motor Unit Potential Classification Using Certainty-Based Classifiers",Simulation Modelling Practice and Theory, Vol 16, No 9, Oct 2008, pp. 1293-1311.
- Rasheed, Sarbast, Stashuk, Daniel and Kamel, Mohamed, "Diversity-Based Combination of Non-parametric Classifiers for EMG Signal Decomposition", Pattern Analysis & Applications Journal, Volume 11, Numbers 3-4, pp. 385-408, 2008.
- Rasheed, Sarbast, Stashuk, Daniel and Kamel, Mohamed, "A Software Package for Interactive Motor Unit Potential Classification Using Fuzzy k-NN Classifier", Computer Methods and Programs in Biomedicine, vol 89, No.1, pp.56-71, 2008.
- Xia, Y. and Kamel, M.S., "A Cooperative Recurrent Neural Network for Solving L1 Estimation
problems with General Linear Constraints", Neural Computation, Vol. 20, No.
3, pp. 844-872, 2008.
- Xia, Y. and Kamel, M.S., "A Generalized Least Absolute Deviation Method for Parameter Estimation of Auto
regressive Signals", IEEE Trans on Neural Networks, Vol 19, No.1, pp. 107-118, 2008.
- Xia, Y. and Kamel, M.S.,
"Cooperative Learning Algorithms for Data Fusion Using Novel L1 Estimation", IEEE Trans on Signal Processing, Vol. 56, No. 3, pp. 1083-1095, 2008.
2007
- Xia, Y. and Kamel, M.S., "Cooperative Recurrent Neural Networks for the Constrained L1 Estimator", IEEE Trans on Signal Processing, Vol. 55, No. 7, Part I, pp. 3192- 3206, 2007.
- Xia, Y. and Kamel, M.S., "A Measurement Fusion Method for Nonlinear System Identification Using a Cooperative Learning Algorithm", Neural Computation, Vol. 19, No. 6, pp. 1589-1632, 2007.
- Xia, Y. and Kamel, M.S., "Novel Cooperative Neural Fusion Algorithms For Image Restoration and Image Fusion", IEEE Trans on Image Processing, Vol. 16, No. 2, pp. 367-381, 2007.
- Xia, Y., Feng, G. and Kamel, M., "Development and Analysis of a Neural Dynamical Approach to Nonlinear Programming Problems", IEEE Trans on Automatic Control, Vol 52, No. 11, pp. 2154-2159, 2007.
- Sun, Y., Kamel, M. S., Wong, A.K.C., and Wang. Y., "Cost-Sensitive Boosting for Classification of Imbalanced Data", Pattern Recognition, Volume 40, Issue 12, pp. 3358-3378, 2007.
- Rasheed, Sarbast, Stashuk, Daniel and Kamel, Mohamed, "A Hybrid Classifier Fusion Approach for Motor Unit Potential Classification during EMG Signal Decomposition", IEEE Transaction on Biomedical Engineering, Vol. 54, No. 9, pp. 1715-1721, 2007.
- Alajlan, N., Kamel, M. S., El Rube, I., Freeman, G., "Shape Retrieval Using Triangle-Area Representation and Dynamic Space Warping", Pattern Recognition, Volume 40, Issue 7, pp. 1911-1920, 2007.
- Khoury, R., Karray, F., Sun, Y., Kamel, M., Basir, O., "Semantic Understanding of General Linguistic Items by Means of Fuzzy Set Theory", IEEE Transactions on Fuzzy Systems, Vol. 15, No. 15, pp.757-771, 2007.
- Shahir, S., Basir, O. and Kamel, M., "Stand-alone Embedded Vision System Based on Fuzzy Associative Database", Image and Vision Computing, Volume 25, Issue 7, Pages 1165-1173, July, 2007.
- Jiang, Ju., and Kamel, M., "An Algorithm for Improving the Robustness of Direct Policy Search-based Reinforcement Learning",
Journal of Dynamics of Continuous, Discrete and Impulsive Systems,
special volume on Advances in Neural Networks:Theory and Applications,
Vol. 14(SI), pp. 202-206, 2007.
- Jiang, Ju, Chen, Lei, Kamel, M. S. and Zhang, Yi, "The Effect of Indexing Methods on SVM Text Categorization",
Journal of Dynamics of Continuous, Discrete and Impulsive Systems,
special volume on Advances in Neural Networks:Theory and Applications,
Vol. 14(SI), pp 689-693, 2007.
- Khamis, Alaa M., Kamel, Mohamed S., Salichs, Miguel A., "Human-Robot Interfaces for Social Interaction", International Journal of Robotics and Automation, Vol. 22, No. 3, pp 215-221, 2007.
2006
- 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
Algorithms", Pattern Recognition, Vol. 39, No.7, Pages 1278-1289, July,
2006.
- Kong, A., Zhang, D. and Kamel, M., "An analysis of
brute-force break-ins of a palmprint authentication system", IEEE
Trans. SMC, Part B, Vo. 36, No. 5, pp. 1201-1205, 2006.
- Kong, B., Cheung, K., Zhang, D., Kamel, M., and You,
J., "An analysis of Biohashing and its variants",
Pattern Recognition, Vol. 39, No.7, Pages 1359-1368, July 2006.
- Kong, A, Zhang, D. and Kamel, M., "Plamprint identification using feature-level fusion", Pattern Recognition, Vol. 39, No.3, pp. 478-487, 2006.
- El-Rube, I., Ahmed, M., Kamel, M., "Wavelet
Approximation-Based Invariant Shape Representation
Functions", IEEE Trans PAMI, Vol 28, No. 2, pp. 323-327, 2006.
- El Rube', I., Alajlan, N., Kamel, M. S., Ahmed, M., Freeman, G., "MTAR: A Robust 2D Shape Representation", International Journal of Image and Graphics, Vol.
6, No. 3, Pages 421-443, 2006.
- Alajlan, N., Kamel, M. S., Freeman, G., "Multi-object Image Retrieval Based on Shape and Topology", Signal Processing: Image Communication, Vol. 21, pp 904-918, 2006.
- Bakus, J. and Kamel, M., "Higher Order Feature
Selection for Text Classification", Knowledge and
Information Systems (KAIS) Journal, Vol. 9, No.4, pp. 468-491, 2006.
- Tehrani, A.M., Kamel, M.S. and Khamis, A., "Fuzzy
Reinforcement Learning for Embedded Soccer Agents in a
Multiagent Context", published in Special Issue on
Agents Meet Robots, International Journal of Robotics and
Automation, Vol 21, No.2, pp. 110-119, 2006.
- Rasheed, Sarbast, Stashuk, Daniel and Kamel, Mohamed, "Adaptive
certainty-based classification for decomposition of EMG signals",
Medical & Biological Engineering & Computing, Vol 44, No 4, pp.
298-310, 2006.
- Rasheed, Sarbast, Stashuk, Daniel and Kamel, Mohamed,
"Adaptive Fuzzy k-NN Classifier for EMG Signal Decomposition", Medical
Engineering & Physics, Vol. 28, Issue , pp.694-709, 2006.