Clustering ensemble using swarm intelligence

2003 IEEE Swarm Intelligence Symposium, SIS 2003 - Proceedings

Volumn , Issue , 2003, Pages 65-71

  Yang, Yan ^a   Kamel, M ^b  

^a SOUTHWEST JIAOTONG UNIVERSITY   (China)

^b UNIVERSITY OF WATERLOO   (Canada)

Author keywords

Ant colony optimization; Clustering algorithms; Computer architecture; Design engineering; Image processing; Legged locomotion; Machine intelligence; Particle swarm optimization; Systems engineering and theory; Unsupervised learning

Indexed keywords

ANT COLONY OPTIMIZATION; COMPUTER ARCHITECTURE; DATA VISUALIZATION; ENGINEERING EDUCATION; IMAGE PROCESSING; MACHINE LEARNING; PARTICLE SWARM OPTIMIZATION (PSO); SWARM INTELLIGENCE; UNSUPERVISED LEARNING;

CLUSTERING ENSEMBLE; DESIGN ENGINEERING; LEGGED LOCOMOTION; MACHINE INTELLIGENCE; NUMBER OF CLUSTERS; SYNTHETIC AND REAL DATA; SYSTEMS ENGINEERING AND THEORIES; TWO-PHASE PROCESS;

CLUSTERING ALGORITHMS;

EID: 84942113441     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SIS.2003.1202249     Document Type: Conference Paper

References (15)

1. P. Berkhin, "Survey of Clustering Data Mining Techniques," Accrue Software Research Paper, 2002, http://www.accrue.com/products/researchpapers.html
2. M. H. Dunham, Datamining Introductory and Advanced Topics,Pearson Education, Inc., Upper Saddle River, New Jersey, 2002
3. R. Rastogi and K. Shim, "Scale Algorithm for Mining Large Databases," In J. Han, editor, KDD-99 Tutorial Notes, ACM, 1999
4. B. Wu, Y. Zheng, S. Liu and Z. Shi, "CSIM: A Document Clustering Algorithm Based On Swarm Intelligence," IEEE World Congress on Computational Intelligence, Hawaiian, pp.477-482, 2002
5. A. Strehl and J. Ghosh, "Cluster Ensembles - A Knowledge Reuse Framework for Combining Partitionings," In Proceedings of AAAI, Edmonton, Canada, 2002
6. Y. Qian and C. Y. Suen, "Clustering Combination Method," IEEE International Conference on Pattern recognition (ICPR-00), Vol. 2, pp.732-735, Barcelona, Spain, September, 2000
7. H. Ayad and M. Kamel, "Topic Discovery from Text Using Aggregation of Different Clustering Methods," In R. Cohen, B. Spencer, editors, Advances in Artificial Intelligence: 15th Conference of the Canadian Society for Computational Studies of Intelligence, Calgary, Canada, pp. 161-175, May 27-29, 2002
8. E. Bonabeau, M. Dorigo and G. Theraulaz, Swarm Intelligence - From Natural to Artificial System. Oxford University Press, New York, 1999
9. J. L. Deneubourg, S. Goss, N. Franks, A. Sendova-Franks, C. Detrain and L. Chretien, "The Dynamics of Collective Sorting: Robot-Like Ant and Ant-Like Robot," In Proceedings First Conference on Simulation of Adaptive Behavior: From Animals to Animals, edited by J. A. Meyer and S. W. Wilson, pp. 356-365, Cambridge, MA: MIT Press, 1991
10. B. Wu and Z. Shi, "A Clustering Algorithm Based on Swarm Intelligence," IEEE International Conferences on Info-tech & Info-net Proceeding. Bejing, pp.58-66, 2001
11. El-Gallad, A. I., El-Hawary, M., Sallam, A. A., and Kalas, A,"Enhancing the Particle Swarm Optimizer via Proper Parameters Selection," Canadian Conference on Electrical and Computer Engineering, vol. 2, pp.792-797, 2002
12. M. Dorigo, E. Bonabeau and G. Theraulaz, "Ant Algorithm and Stigmergy," Future Generation Computer Systems, Vol. 16, pp.851-871, 2000
13. P. M. Murpy and D. W. Aha, UCI Repository of Machine Learning Databases, http://www.ics.uci.edu/mlearn/MLRepository.html, Irvine, CA: University of California, 1994
14. Y. Qian, C. Y. Suen and Y. Tang, "Sequential Combination Methods for Data Clustering Analysis," Journal of Computer Science and technology, Vol.17, No.2, pp.118-128, March, 2002
15. M. Steinbach, G. Karypis and V. Kumar, "A Comparison of Document Clustering Techniques," KDD-2000 Workshop on TextMining, August, 2000