A fuzzy genetic clustering technique using a new symmetry based distance for automatic evolution of clusters

Proceedings - International Conference on Computing: Theory and Applications, ICCTA 2007

Volumn , Issue , 2007, Pages 309-313

  Saha, Sriparna ^a   Bandyopadhyay, Sanghamitra ^a  

^a INDIAN STATISTICAL INSTITUTE   (India)

Author keywords

Cluster validity index; Clustering; Genetic algorithm; Kd tree; Point symmetry; Variable string length

Indexed keywords

CLUSTER ANALYSIS; DATA STRUCTURES; GENETIC ALGORITHMS; OPTIMIZATION; REAL TIME SYSTEMS; TREES (MATHEMATICS);

CLUSTER VALIDITY INDEX; DATA SET; KD-TREE; POINT SYMMETRY; VARIABLE STRING LENGTH;

FUZZY CLUSTERING;

EID: 34547318864     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCTA.2007.5     Document Type: Conference Paper

References (9)

1. S. Bandyopadhyay and S. Saha. GAPS: A clustering method using a new point symmetry based distance measure. Pattern Recog., Revised. URL: http://www.isical.ac.in/~sriparna_r/paper.html.
2. A. Ben-Hur and I. Guyon. Detecting Stable Clusters using Principal Component Analysis in Methods in Molecular Biology. Humana press, 2003.
3. J. C. Bezdek. Fuzzy Mathematics in Pattern Classification. PhD thesis, 1973.
4. C. H. Chou, M. C. Su, and E. Lai. Symmetry as a new measure for cluster validity. In 2nd WSEAS Int. Conf. on Scientific Computation and Soft Computing, pages 209-213. Crete, Greece, 2002.
5. B. S. Everitt, S. Landau, and M. Leese. Cluster Analysis. London: Arnold, 2001.
6. L. Groll and J. Jäkel. A new convergence proof of fuzzy cmeans. IEEE Transactions Fuzzy Systems, 13(5):717-720, 2005.
7. U. Maulik and S. Bandyopadhyay. Fuzzy partitioning using a real-coded variable-length genetic algorithm for pixel classification. IEEE Transactions Geoscience and Remote Sensing, 41(5):1075-1081, 2003.
8. M. Srinivas and L. Patnaik. Adaptive probabilities of crossover and mutation in genetic algorithms. IEEE Transactions on Systems, Man and Cybernatics, 24(4):656-667, April, 1994.
9. M.-C. Su and C.-H. Chou. A modified version of the k-means algorithm with a distance based on cluster symmetry. IEEE Transactions Pattern Analysis and Machine Intelligence, 23(6):674-680, 2001.