Novel clustering algorithm (racal) and a partial supervision strategy for classification

Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, MLSP 2006

Volumn , Issue , 2006, Pages 313-318

  Salem, Sameh A ^a   Nandi, Asoke K ^a  

^a UNIVERSITY OF LIVERPOOL   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); GAUSSIAN DISTRIBUTION; PARAMETER ESTIMATION;

DISTANCE PARAMETER; PARTIAL SUPERVISION STRATEGY;

CLUSTERING ALGORITHMS;

EID: 38949184903     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MLSP.2006.275567     Document Type: Conference Paper

References (14)

1. A.R. Webb, Statistical Pattern Recognition, John Willey & Sons, Inc., Chichester, 2003.
2. T. Kohonen, Self-Organising Maps, Springer-Verlag, New York, 1997.
3. S. Theodoridis and K. Koutroubas, Pattern Recognition, Academic Press, San Diego, 2003.
4. L. Kaufman and P. Rousseeuw, Finding Groups in data: an introduction to cluster analysis, John Wiley and Sons, New York, 1990.
5. W. Xu, A.K. Nandi, and J. Zhang, "Novel Fuzzy Reinforcement Learning Vector Quantization Algorithm and its Application in Image Compression," IEE Proceedings on Image and Signal Processing, vol. 150, pp. 292-298, Oct. 2003.
6. U. Maulik and S. Bandyopadhyay, "Performance Evaluation of some Clustering Algorithms and Validity Indices," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, pp. 1650-1654, Dec. 2002.
7. D.L. Davies and D.W. Bouldin, "A Cluster Separation Measure," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 1, pp. 224-227, 1979.
8. J.C. Dunn, "A Fuzzy Relative of ISODATA Process and its Use in Detecting Compact Well-Separated Clusters," J. Cybernetics, vol. 3, pp. 32-57, 1973.
9. R.B. Calinski and J. Harabasz, "A Dendrite Method for Cluster Analysis," Comm. in Statistics, vol. 3, pp. 1-27, 1974.
10. http://www.ics.uci.edu/~mlearn/MLRepository.html
11. H. Frigui and M.B. H. Rhouma, "Self-Organization of Pulse-Coupled Oscillators with Application to Clustering," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 23, pp. 180-195, 2001.
12. S.A. Salem and A.K. Nandi, "New Assessment Criteria for Clustering Algorithms," In Proceedings of the IEEE international workshop on Machine Learning for Signal Processing (MLSP-2005), Mystic, CT, USA, 28-30 Sept. 2005, pp. 285-290.
13. S.A. Salem, L.B. Jack and A.K. Nandi, "Improving the Initialisation and Reliability of the Self Organising Oscillator Network," In Proceedings of European Signal Processing Conference (EUSIPCO-2005), Antalya, Turkey, September 04-08, 2005.
14. H. Guo and A.K. Nandi, "Breast Cancer Diagnosis using Genetic Programming Generated Feature," In Proceedings of the IEEE international workshop on Machine Learning for Signal Processing (MLSP-2005), Mystic, CT, USA, 28-30 Sept. 2005, pp. 215-220.