Towards a fast evolutionary algorithm for clustering

2006 IEEE Congress on Evolutionary Computation, CEC 2006

Volumn , Issue , 2006, Pages 1776-1783

  Alves, Vinícius S ^a   Campello, Ricardo J G B ^a   Hruschka, Eduardo R ^a  

^a CATHOLIC UNIVERSITY OF SANTOS   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; EVOLUTIONARY ALGORITHMS; FUNCTIONS; MATHEMATICAL OPERATORS; STATISTICAL METHODS;

DATASETS; EVOLUTIONARY OPERATORS; FITNESS FUNCTIONS;

CLUSTER ANALYSIS;

EID: 34547267996     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (26)

1. M. R. Anderberg, Cluster Analysis for Applications, Academic Press Inc., 1973.
2. P. Arabie and L. J. Hubert, An Overview of Combinatorial Data Analysis (Chapter 1). Clustering and Classification, ed. P. Arabie, L.J. Hubert, G. DeSoete, World Scientific, 1999.
3. R. Babuska, Fuzzy Modeling for Control, Kluwer Academic Publishers, 1998.
4. S. Bandyopadhyay, and U. Maulik, Genetic clustering for automatic evolution of clusters and application to image classification. Pattern Recognition 35(6), 1197-1208, 2002.
5. A. Casillas, M. T. González de Lena and R. Martínez, Document Clustering into an Unknown Number of Clusters Using a Genetic Algorithm. Lecture Notes in Computer Science 2807, 43-49, 2003.
6. L. Davis, Handbook of Genetic Algorithms, International Thomson Computer Press, 1996.
7. J. L Devore., Probability and Statistics for Engineering and the Sciences, Sixth Edition, Thomson - Brooks/Cole, USA, 2004.
8. B. S. Everitt, S. Landau, and M. Leese, Cluster Analysis, Arnold Publishers, London, 2001.
9. E. Falkenauer, Genetic Algorithms and Grouping Problems, John Wiley & Sons, 1998.
10. D. B. Fogel, Evolutionary computation: toward a new philosophy of machine intelligence, IEEE Press, New York, 1995.
11. D. E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning, Addison Wesley Longmann, 1989.
12. E. Hartuv, A. Schmitt, J. Lange, S. Meirer-Evert, H. Lehrach, and R. Shamir, An algorithm for clustering cDNAs for gene expression data analysis, Proc. of the 3rd Annual International Conference on Computational Molecular Biology, 188-197, Lyon/France, 1999.
13. E. R. Hruschka, L. N. de Castro and R. J. G. B. Campello, Evolutionary Algorithms for Clustering Gene-Expression Data, Proc. of the 4th IEEE International Conference on Data Mining 2004, pp. 403-406, Brighton/UK, 2004.
14. E. R. Hruschka and N. F. F. Ebecken, A genetic algorithm for cluster analysis, Intelligent Data Analysis, 7, n.l, pp. 15-25, IOS Press, 2003.
15. E. R. Hruschka, R. J. G. B. Campello and L. N. Castro, Evolving Clusters in Gene-Expression Data, Information Sciences, Elsevier, v. 176(13), 1898-1927, 2006.
16. http://expression.microslu.washington.edu/expression/kayee/cluster2003/ yeunggb2003.html.
17. L. Kaufman and P. J. Rousseeuw, Finding Groups in Data - An Introduction to Cluster Analysis, Wiley Series in Probability and Mathematical Statistics, 1990.
18. G. L. Liu, Introduction to combinatorial mathematics, McGraw Hill, 1968.
19. Y. Liu, K. Chen, X. Liao and W. Zhang, A genetic clustering method for intrusion detection, Pattern Recognition 37(5), 927-942, 2004.
20. J. A. Lozano and P. Larraflaga, Using Genetic Algorithms to Get the Classes and their Number in a Partitional Cluster Analysis of Large Data Sets, available in http://citeseer.ist.psu.edu/457425.html.
21. N. R. Pal and J. C. Bezdek, On Cluster Validity for the Fuzzy c-Means Model, IEEE Transactions on Fuzzy Systems, v. 3, n. 3, 370-379, 1995.
22. Y. Park and M. Song, A Genetic Algorithm for Clustering Problems, Proc. of the Genetic Programming Conference, pp. 568-575, University of Wisconsin, July, 1998.
23. W. M. Rand, "Objective Criteria for the Evaluation of Clustering Methods", Journal of the American Statistical Association, pp. 846-850, 1971.
24. V. J. Rayward-Smith, Metaheuristics for Clustering in KDD, Proceedings of the IEEE Congress on Evolutionary Computation 2005, pp. 2380-2387, 2005, IEEE Press.
25. K. Y. Yeung, C. Fraley, A. Murua, A. E. Raftery and W. L. Ruzzo, Model-based clustering and data transformations for gene expression data, Bioinformatics, 17(10), pp. 977-987, 2001.
26. K. Y. Yeung, M. Medvedovic, R. E. Bumgarner, Clustering geneexpression data with repeated measurements, Genome Biology, 4(5), article R34, 2003.