| Carpenter, G. A., Grossberg S., Markuzon, N., Reynolds, J. H., and Rosen, D. B., "Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps," IEEE Transactions on Neural Networks, Vol. 3, pp. 698-713, 1991b. |
....features, such as RC [26] or genetic algorithms. The core of our classification, i.e. the system based on the FasArt neuro fuzzy architecture, is described briefly in section 4. Such an architecture, motivated by studies on human cognition that resulted in the original ART architectures [9][7], is consistent with our general approach based on human modeling. Furthermore, its compliance to the plasticity stability dilemma [13] its formulation as a fuzzy logic system, and our previous experience on similar architectures [11] contributed to the adoption of this specific classification ....
....Within the architectures of Adaptive Resonance Theory, the Fuzzy ART model [9] introduces fuzzy operators. Thus, a classifying module was achieved, that pretends to provide a self organizing classification, based on categories of fuzzy nature. Similarly, a supervised architecture, Fuzzy ARTMAP [7], is built using Fuzzy ART modules within the original ARTMAP architecture [8] In ARTMAP based architectures, supervised models are defmed on the base of the incremental learning of the relations that appear between the outputs of two self organizing modules. The introduction of fuzzy logic ....
G.A. 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 Transactions on Neural Networks, 3(4):698-713, September 1992.
....Supervised Adaptive Resonance Theory is an extension of Adaptive Resonance Theory (ART) to perform incremental supervised learning of recognition categories (pattern classes) and multidimensional maps of both binary and analog patterns. Two classical examples of supervised ART systems are ARTMAP [3, 4] and its bidirectional compressed variant, known as the Adaptive Resonance Associative Map F 2 2 1 a ART ARTb Competition Input Features Target Prediction Figure 1: Rules in ARTMAP. Each node in the F 2 field represents a recognition category of ART a input patterns. Through the ....
....the Cascade ARTMAP rule insertion, rule chaining, rule refinement, and rule extraction algorithms. Section 4 illustrates Cascade ARTMAP s performance on a DNA promoter recognition problem. The final section states concluding remarks and highlights future applications. 2 Fuzzy ARTMAP Fuzzy ARTMAP [3], a generalization of binary ARTMAP [4] learns to classify inputs by a pattern of fuzzy membership values between 0 and 1 indicating the extent to which each feature is present. This generalization is accomplished by replacing the ART 1 modules [2] of the binary ARTMAP system with fuzzy ART ....
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 Transactions on Neural Networks, 3:698--713, 1992.
....section 4 presents the conclusions. 2. REVIEW OF FasArt FasArt architecture FasArt [4] is a hybrid system based on Adaptive Resonance Theory (ART) 15] family of neural networks, which also combines the advantages of fuzzy sets theory [24] Its architecture is similar to that of Fuzzy ARTMAP [10], as shown in figure 2. Two unsupervised modules (ART and ARTB) cluster input and output respectively, governed by several sintony parameters: vigilance parameters 0h and PB determine how fine clustering of input and output should be; fuzzification rates and B indicate how fuzzy or crisp input ....
G. Carpenter, S. Grossberg, N. Markuzon and J. Reynolds, "Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps" IEEE Transactions on Neural Net,vorks, vol. 3, pp 698713, 1992.
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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 Transactions on Neural Networks, 3(5):698-713, 1992.
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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 Transactions on Neural Networks, vol. 3, no. 5, pp. 698-713, 1992.
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Carpenter, G. A., Grossberg S., Markuzon, N., Reynolds, J. H., and Rosen, D. B., "Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps," IEEE Transactions on Neural Networks, Vol. 3, pp. 698-713, 1991b.
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Carpenter, G. A., Grossberg, S., Markuzon, N., Reynolds, J. H., & Rosen, D. B. (1992, September). Fuzzy ARTMAP: A neural network architecture for incremental learning of analog multidimensional maps. IEEE Transactions on Neural Networks, 3(5), 698--713.
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Carpenter, G. A.; Grossberg, S.; Markuzon, N.; Reynolds, J. H.; and Rosen, D. B. 1992. Fuzzy artmap: A neural network architecture for incremental learning of analog multidimensional maps. IEEE Transactions on Neural Networks 3(5).
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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 Transactions on Neural Networks, 5:698--713, 1992.
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G. A. Carpenter, S. Grossberg, N. Markuzon, J. H. Reynolds, and D. B. Rosen, "Fuzzy ARTMAP: A neural network architecture for incremental learning of analog multidimensional maps," IEEE Transactions on Neural Networks, vol. 3, no. 5, pp. 698--713, September 1992.
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Carpenter, G. A., Grossberg, S., Markuzon, N., Reynolds, J. H., & Rosen, D. B. (1992, September). Fuzzy ARTMAP: A neural network architecture for incremental learning of analog multidimensional maps. IEEE Transactions on Neural Networks, 3(5), 698--713.
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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 Transactions Neural Networks, 3(5), pp. 698-712, 1992.
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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 Transactions on Neural Networks, 3(5):698--713, 1992.
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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, Sept. 1992.
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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 Transactions Neural Networks, 3(5):698--713, 1992. 272
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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 Transactions on Neural Networks, 3, pp. 698-713, 1992.
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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 Transactions on Neural Networks, 3, pp. 698-713, 1992.
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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 Transactions on Neural Networks, 3(5):698--713, 1992.
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#Carpenter, G. S. Grossberg, N. Markuzon, J.H. Reynolds, D.B. Rosen, FuzzyARTMAP: A neural network architecture for incremental supervised learning of analog multi-dimensional maps, IEEE Transactions of Neural Networks , vol.3, No.5, 698-713 (1991).
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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 Transactions on Neural Networks, 3(5):698-- 713, 1992.
No context found.
G. A. Carpenter, S. Grossberg, N. Markuzon, and J. H. Reynolds. "Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps". IEEE Tran. Neural Networks. Vol. 3, No. 5, pp. 698-713, 1992.
No context found.
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 Transactions Neural Networks, vol. 3, no. 5, pp. 698--713, 1992.
No context found.
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 Transactions on Neural Networks, 3(5):698--713, 1992.
No context found.
Carpenter, G. S. Grossberg, N. Markuzon, J.H. Reynolds, D.B. Rosen, "FuzzyARTMAP: A neural network architecture for incremental supervised learning of analogue multidimensional maps," IEEE Transactions of Neural Networks , vol.3, No.5, 698-713 (1991).
No context found.
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 Transactions on Neural Networks, 5:698--713, 1992.
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