Statistical cluster validity indexes to consider cohesion and separation

2012 International Conference on Fuzzy Theory and Its Applications, iFUZZY 2012

Volumn , Issue , 2012, Pages 228-232

  Lee, Kyung Mi ^a   Lee, Keon Myung ^a   Lee, Chan Hee ^a  

^a Chungbuk National University   (South Korea)

Author keywords

clustering; cohesion; data analysis; separation; validity index

Indexed keywords

CLUSTER VALIDITY; CLUSTER VALIDITY INDICES; CLUSTERING; CLUSTERING METHODS; COHESION; QUALITY OF CLUSTERING; VALIDITY INDEX;

ADHESION; CLUSTERING ALGORITHMS; DATA REDUCTION; SEPARATION;

QUALITY CONTROL;

EID: 84874076528     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iFUZZY.2012.6409706     Document Type: Conference Paper

References (14)

1. A.K Jain, M.N. Murty, P.J. Flynn, Data Clustering : A Review, ACM Computing Surveys, Vol.31. No.3, 1999.
2. P.-N. Tan, M. Steinbach, V. Kumar, Introduction to Data Mining, Addison-Wesley, 2006.
3. K.-L. Wu, M.-S. Yang, A Cluster Validity Index for Fuzzy Clustering, Pattern Reg. Letter, Vol.26, pp.1275-1291, 2005. (Pubitemid 40644691)
4. S. Theodoridis, K. Koutroumbas, Pattern Recognition (4th Eds.), Elsevier, 2009.
5. B. Clarke, E. Fokoue, H. H. Zhang, Principles and Theory for Data Mining and Machine Learning, Springe 2009.
6. T. Hastie, R. Tibshirani, J. Friedman, The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Springer, 2009.
7. L. J. Deborah, R. Baskaran, A. Kannan, A Survey on Internal Validity Measures for Cluster Validation, Int. J. of Comp. Sci. & Eng. Survey, Vol.1, No.2, pp.85-102, 2010.
8. M. Halkidi, Y. Batistakis, M. Vazirgiannis, On Clustering Validation Techniques, J. of Intelligent Information Systems, Vol.17, No.2/3, pp.107-145, 2001. (Pubitemid 34050790)
9. T. H. Cormen, C. E. Leiserson, R. L. Rivest, C. Stein, Introduction to Algorithms, The MIT Press, 2001.
10. J. Han, M. Kamber, Data Mining: Concepts and Techniques, Elsevier, 2006.
11. Human Cytomegalovirus, http://www.bioresearchonline.com/doc.mvc/Human- Cytomegalovirus-HCMV-0001
12. PHYLIP, http://evolution.genetics.washington.edu/phylip.html
13. W. H. Press, S. A. Teukolsky, W. T. Vetterling, B. P. Flannery, Numerical Recipes: The Art of Scientific Computing, Cambridge University Press, 2007.
14. A. Frank, A. Asuncion, UCI Machine Learning Repository [http://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science, 2010.