Data mining for constructing ellipsoidal fuzzy classifier with various input features using GRBF neural networks

Proceedings - 2002 IEEE International Conference on Artificial Intelligence Systems, ICAIS 2002

Volumn , Issue , 2002, Pages 62-66

  Wang, Dianhui ^a   Dillon, T ^a   Chang, E ^b  

^a LA TROBE UNIVERSITY   (Australia)

^b UNIVERSITY OF NEWCASTLE   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); COST FUNCTIONS; DATA MINING; ECONOMIC AND SOCIAL EFFECTS; FUZZY NEURAL NETWORKS; FUZZY SETS; FUZZY SYSTEMS; RADIAL BASIS FUNCTION NETWORKS;

ACTIVATION FUNCTIONS; ELLIPSOIDAL REGIONS; FUZZY CLASSIFICATION SYSTEMS; FUZZY CLASSIFIERS; INPUT FEATURES; MISCLASSIFICATIONS; RBF NEURAL NETWORK; THEORETICAL FRAMEWORK;

FUZZY INFERENCE;

EID: 84962815824     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICAIS.2002.1048053     Document Type: Conference Paper

References (13)

1. Theodoridis S., and K. Koutroumbas, Pattern Recognition, Academic Press, 1999.
2. Sestito S. and T. S. Dillon, Automated Knowledge Acquisition. Australia: Prentice Hall, 1995.
3. R. P. Lippmann, "Pattern classification using neural networks", IEEE Commun. Magazine, 1989, pp.47-64.
4. X. Wu, "Fuzzy interpretation of discretized intervals", IEEE Trans. On Fuzzy Systems, 1999, pp.753-759.
5. D. H. Wang and T. S. Dillon, "Extraction and optimization of classification rules for continuous or mixed mode data using neural nets", Proceedings of SPIE International Conference on Data Mining and Knowledge Discovery, Orlando, Florida, USA, 2001, pp. 38-45.
6. R. L. Kennedy, Y. Lee, B. V. Roy, C. D. Reed and R. P. Lippmann, Solvong Data Mining Problems Through Pattern Recognition. Prentice Hall, PTR, Unica Technologies, Inc., 1998.
7. S. Mitra, R. K. De and S. K. Pal, "Knowledge-based fuzzy MLP for classification and rule generation", IEEE Trans. On Neural Networks, 1998, pp. 1338-1350.
8. T. P. Wu and S. M. Chen, "A new method for constructing membership functions and fuzzy rules from training examples", IEEE Trans. On Systems, Man, and Cybernetics: Part B, 1999, pp. 25-40.
9. K. Hirota and W. Pedrycz, "Fuzzy computing for data mining", Proceedings of the IEEE, 1999, pp.1575-1600.
10. J. A. Dickerson and B. Kosko, "Fuzzy function approximation with ellipsoidal rules", IEEE Trans. On Systems, Man, and Cybernetics, 1996, pp.542-560.
11. J. Moody and C. Darken, "Faster learning in networks of locally-tuned processing units", Neural Computation. 1989, pp. 281-294.
12. Bishop C. M., Neural Networks for Pattern Recognition, Clarendon Press, Oxford, 1995.
13. Y. S. Hwang, and Y. S. Bang, "An efficient method to construct a radial basis function neural network classifier", Neural Networks, 1997, pp.1495-1503.