A Fuzzy ARTMAP Nonparametric Probability Estimator for Nonstationary Pattern Recognition Problems

IEEE Transactions on Neural Networks

Volumn 6, Issue 6, 1995, Pages 1330-1336

  Carpenter, Gail A ^a   Grossberg, Stephen ^a   Reynolds, John H ^a  

^a BOSTON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPUTATIONAL METHODS; COMPUTER SIMULATION; ESTIMATION; FUZZY SETS; KNOWLEDGE BASED SYSTEMS; LEARNING SYSTEMS; ONLINE SYSTEMS; PATTERN RECOGNITION; PROBABILITY; PROBABILITY DENSITY FUNCTION;

ADAPTIVE RESONANCE THEORY SUPERVISED PREDICTIVE MAPPING; BAYESIAN ESTIMATION; PROBABILITY ESTIMATION;

NEURAL NETWORKS;

EID: 0029406205     PISSN: 10459227     EISSN: 19410093     Source Type: Journal    
DOI: 10.1109/72.471374     Document Type: Article

References (8)

1. G. Carpenter, S. Grossberg, N. Markuzon, J. Reynolds, and D. 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.
2. G. Carpenter, S. Grossberg, and J. Reynolds, “ARTMAP: Supervised real-time learning and classification of nonstationary data by a self-organizing organizing neural network,” Neural Networks, vol. 4, pp. 565–588, 1991.
3. G. Carpenter, S. Grossberg, and K. Iizuka, “Comparative performance measures of fuzzy ARTMAP, learned vector quantization, and back propagation for handwritten character recognition,” in Proc. IJCNN-92, vol. 1, 1992, pp. 794–799.
4. P. Goodman, V. Kaburlasos, D. Egbert, G. Carpenter, S. Grossberg, J. Reynolds, K. Hammermeister, G. Marshall, and F. Grover, “Fuzzy ARTMAP neural network prediction of heart surgery mortality,” in Proc. Wang Conf. Neural Networks Learning, Recognition, Contr., 1992, p. 48.
5. P. Goodman, V. Kaburlasos, D. Egbert, G. Carpenter, S. Grossberg, J. Reynolds, D. Rosen, and A. Hartz, “Fuzzy ARTMAP neural network compared to linear discriminant analysis prediction of the length of hospital stay in patients with pneumonia,” in Proc. IEEE Int. Conf. Syst, Man, Cybern., vol. 1, 1992, pp. 748–753.
6. G. Carpenter and S. Grossberg, “A massively parallel architecture for a self-organizing neural pattern recognition machine,” Comput. Vision, Graphics, Image Process., vol. 37, pp. 54–115, 1987.
7. G. Carpenter, S. Grossberg, and D. Rosen, “Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system,” Neural Networks, vol. 4, pp. 759–771, 1991.
8. K. Lang and M. Witbrock, “Learning to tell two spirals apart,” in Proc. 1988 Connectionist Models Summer School, 1989, pp. 52–59.