Comparative analysis of fuzzy ART and ART-2A network clustering performance

IEEE Transactions on Neural Networks

Volumn 9, Issue 3, 1998, Pages 544-559

  Frank, Thomas ^a   Kraiss, Karl Friedrich ^b   Kuhlen, Torsten ^b  

^a SIEMENS AG   (Germany)

^b RWTH AACHEN UNIVERSITY   (Germany)

Author keywords

Adaptive resonance theory; Clustering; Clustering analysis; Neural networks; Self organization; Sensor signals

Indexed keywords

DATA PROCESSING; FUZZY SETS; LEARNING ALGORITHMS; PATTERN RECOGNITION; SENSORS; SPURIOUS SIGNAL NOISE;

ADAPTIVE RESONANCE THEORY (ART); NETWORK CLUSTERING;

NEURAL NETWORKS;

EID: 0032070318     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/72.668896     Document Type: Review

References (14)

1. S. Banks, Signal Processing, Image Processing, and Pattern Recognition. Englewood Cliffs, NJ: Prentice-Hall, 1990.
2. G. A. Carpenter and S. Grossberg, "ART 2: Self-organization of stable category recognition codes for analog input patterns," Appl. Opt., vol. 26, no. 23, pp. 4919-4930, 1987.
3. _, "The art of adaptive pattern recognition by a self-organizing neural network," IEEE Computer, pp. 77-88, Mar. 1987.
4. G. A. Carpenter, S. Grossberg, N. Markuzon, J. H. Reynolds, and D. B. Rosen, "Fuzzy ARTMAP: A neural-network architecture for incremental supervised learning of analog multidimensional maps," IEEE Trans. Neural Networks, vol. 3, pp. 698-713, 1992.
5. G. A. Carpenter, S. Grossberg, and J. H. Reynolds, "ARTMAP: Supervised real-time learning and classification of nonstationary data by a self-organizing neural network," Neural Networks, vol. 4, pp. 565-588, 1991.
6. G. A. Carpenter, S. Grossberg, and D. B. Rosen, "ART 2-A: An adaptive resonance algorithm for rapid category learning and recognition," Neural Networks, vol. 4, pp. 493-504, 1991.
7. _, "Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system," Neural Networks, vol. 4, pp. 759-771, 1991.
8. T. Frank, "Anwendung der theorie der adaptiven resonanz auf die analyze sensomotorisch gestörter hand-arm bewegungen," Diploma Thesis, Lehrstuhl für Technische Informatik, Aachen Univ. Technol., Germany, 1996 (in German).
9. J. Huang, M. Georgiopoulos, and G. L. Heileman, "Fuzzy ART properties," Neural Networks, vol. 8, no. 2, pp. 203-213, 1995.
10. T. Kohonen, E. Oja, O. Simula, A. Visa, and J. Kangas, "Engineering applications of the self-organizing map," Proc. IEEE, 1996, vol. 84, pp. 1358-1384.
11. Y.-H. Pao, Adaptive Pattern Recognition and Neural Networks. Reading, MA: Addison-Wesley, 1989.
12. J. R. Whitely, J. F. Davis, A. Mehrotra, and S. C. Ahalt, "Observations and problems applying ART2 for dynamic sensor pattern interpretation," IEEE Trans. Syst., Man, Cybern., vol. 26, pp. 423-437, 1996.
13. J. R. Williamson, "Gaussian ARTMAP: A neural network for fast incremental learning of noisy multidimensional maps," Neural Networks, vol. 9, no. 5, pp. 881-897, 1996.
14. A. Zell, Simulation Neuronaler Netze. Reading, MA: Addison-Wesley, 1994 (in German).