메뉴 건너뛰기




Volumn 14, Issue 4-5, 2001, Pages 407-425

Learning from noisy information in FasArt and FasBack neuro-fuzzy systems

Author keywords

Adaptive resonance theory; FasArt; FasBack; Fuzzy ARTMAP; Learning with noise; Neuro fuzzy models; System identification

Indexed keywords

ACOUSTIC NOISE; COMPUTER SIMULATION; FUZZY SETS; RESONANCE;

EID: 0034999381     PISSN: 08936080     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0893-6080(01)00031-4     Document Type: Article
Times cited : (61)

References (57)
  • 1
    • 0029209102 scopus 로고
    • Fuzzy rule extraction directly from numerical data for function approximation
    • Abe S., Lan M.-S. Fuzzy rule extraction directly from numerical data for function approximation. IEEE Transactions on Systems, Man and Cybernetics. 25:(1):1995;119-129.
    • (1995) IEEE Transactions on Systems, Man and Cybernetics , vol.25 , Issue.1 , pp. 119-129
    • Abe, S.1    Lan, M.-S.2
  • 3
    • 0000797991 scopus 로고
    • On some global measures of the deviations of density functions estimators
    • Bickel P., Rosenblatt M. On some global measures of the deviations of density functions estimators. Annals of Statistics. 1:1973;1071-1095.
    • (1973) Annals of Statistics , vol.1 , pp. 1071-1095
    • Bickel, P.1    Rosenblatt, M.2
  • 5
    • 0011221905 scopus 로고
    • Optoelectronic fuzzy ARTMAP processor
    • Blume M., Esener S. Optoelectronic fuzzy ARTMAP processor. Optical Computing. 10:1995;213-215.
    • (1995) Optical Computing , vol.10 , pp. 213-215
    • Blume, M.1    Esener, S.2
  • 6
    • 0026954286 scopus 로고
    • Universal fuzzy controllers
    • Buckley J. Universal fuzzy controllers. Automatica. 28:(6):1992;1245-1248.
    • (1992) Automatica , vol.28 , Issue.6 , pp. 1245-1248
    • Buckley, J.1
  • 9
    • 0013435464 scopus 로고    scopus 로고
    • FasArt: A new neuro-fuzzy architecture for incremental learning in systems identification
    • San Francisco
    • Cano, J. M., Dimitriadis, Y. A., Araúzo, M. J., & Coronado, J. (1996a). FasArt: A new neuro-fuzzy architecture for incremental learning in systems identification. In Proceedings of 13th World Congress of IFAC (pp. 133-138). San Francisco, vol. F.
    • (1996) In Proceedings of 13th World Congress of IFAC , vol.F , pp. 133-138
    • Cano, J.M.1    Dimitriadis, Y.A.2    Araúzo, M.J.3    Coronado, J.4
  • 12
    • 84973857317 scopus 로고
    • ART 2: Self-organization of stable category recognition codes for analog input patterns
    • Carpenter G., Grossberg S. ART 2: Self-organization of stable category recognition codes for analog input patterns. Applied Optics. 26:(23):1987;419-4920.
    • (1987) Applied Optics , vol.26 , Issue.23 , pp. 419-4920
    • Carpenter, G.1    Grossberg, S.2
  • 13
    • 0003316822 scopus 로고
    • Self-organizing neural network architectures for real-time adaptive pattern recognition
    • Springer Verlag
    • Carpenter, G. & Grossberg, S. (1989). Self-organizing neural network architectures for real-time adaptive pattern recognition. In An introduction to neural and electronic networks (pp. 455-478). Springer Verlag.
    • (1989) In An Introduction to Neural and Electronic Networks , pp. 455-478
    • Carpenter, G.1    Grossberg, S.2
  • 14
    • 0029341754 scopus 로고
    • ART-EMAP: A neural network architecture for object recognition by evidence accumulation
    • Carpenter G., Ross W. ART-EMAP: a neural network architecture for object recognition by evidence accumulation. IEEE Transactions on Neural Networks. 6:(4):1995;805-818.
    • (1995) IEEE Transactions on Neural Networks , vol.6 , Issue.4 , pp. 805-818
    • Carpenter, G.1    Ross, W.2
  • 16
    • 21844488118 scopus 로고
    • Rule extraction: From neural architecture to symbolic representation
    • Carpenter G., Tan A. Rule extraction: from neural architecture to symbolic representation. Connection Science. 7:1995;3-27.
    • (1995) Connection Science , vol.7 , pp. 3-27
    • Carpenter, G.1    Tan, A.2
  • 17
    • 84989317898 scopus 로고
    • Comparative performance measures of fuzzy ARTMAP learned vector quantization and back-propagation for handwritten character recognition
    • Baltimore
    • Carpenter, G., Grossberg, S., & Iizuka, K. (1992a). Comparative performance measures of fuzzy ARTMAP learned vector quantization and back-propagation for handwritten character recognition. In Proceedings of the International Joint Conference on Neural Networks (pp. 794-799). Baltimore, vol. 1.
    • (1992) In Proceedings of the International Joint Conference on Neural Networks , vol.1 , pp. 794-799
    • Carpenter, G.1    Grossberg, S.2    Iizuka, K.3
  • 18
    • 0026923589 scopus 로고
    • Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps
    • Carpenter G., Grossberg S., Markuzon N., Reynolds J., Rosen D. Fuzzy ARTMAP: a neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Transactions on Neural Networks. 3:(4):1992b;698-713.
    • (1992) IEEE Transactions on Neural Networks , vol.3 , Issue.4 , pp. 698-713
    • Carpenter, G.1    Grossberg, S.2    Markuzon, N.3    Reynolds, J.4    Rosen, D.5
  • 19
    • 0025889915 scopus 로고
    • ARTMAP: Supervised real-time learning and classification of nonstationary data by a self-organizing neural network
    • Carpenter G., Grossberg S., Reynolds J. ARTMAP: supervised real-time learning and classification of nonstationary data by a self-organizing neural network. Neural Networks. 4:(5):1991;565-588.
    • (1991) Neural Networks , vol.4 , Issue.5 , pp. 565-588
    • Carpenter, G.1    Grossberg, S.2    Reynolds, J.3
  • 20
    • 0029406205 scopus 로고
    • A fuzzy ARTMAP non-parametric probability estimator for nonstationary pattern recognition problems
    • Carpenter G., Grossberg S., Reynolds J. A fuzzy ARTMAP non-parametric probability estimator for nonstationary pattern recognition problems. IEEE Transactions on Neural Networks. 6:1995;1330-1336.
    • (1995) IEEE Transactions on Neural Networks , vol.6 , pp. 1330-1336
    • Carpenter, G.1    Grossberg, S.2    Reynolds, J.3
  • 21
    • 0025786440 scopus 로고
    • ART 2-A: An adaptive resonance algorithm for rapid category learning and recognition
    • Carpenter G., Grossberg S., Rosen D. ART 2-A: an adaptive resonance algorithm for rapid category learning and recognition. Neural Networks. 4:1991;493-504.
    • (1991) Neural Networks , vol.4 , pp. 493-504
    • Carpenter, G.1    Grossberg, S.2    Rosen, D.3
  • 23
    • 0026408256 scopus 로고
    • Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system
    • Carpenter G., Grossberg S., Rosen D. Fuzzy ART: fast stable learning and categorization of analog patterns by an adaptive resonance system. Neural Networks. 4:1991;759771.
    • (1991) Neural Networks , vol.4 , pp. 759771
    • Carpenter, G.1    Grossberg, S.2    Rosen, D.3
  • 24
    • 0032123427 scopus 로고    scopus 로고
    • Distributed ARTMAP: A neural network for fast distributed supervised learning
    • Carpenter G., Milenova B., Noeske B. Distributed ARTMAP: a neural network for fast distributed supervised learning. Neural Networks. 11:1998;793-813.
    • (1998) Neural Networks , vol.11 , pp. 793-813
    • Carpenter, G.1    Milenova, B.2    Noeske, B.3
  • 27
    • 0029341753 scopus 로고
    • Approximation capability to functions of several variables, nonlinear functionals, and operators by radial basis neural networks
    • Chen T., Chen H. Approximation capability to functions of several variables, nonlinear functionals, and operators by radial basis neural networks. IEEE Transactions on Neural Networks. 6:(4):1995;904-910.
    • (1995) IEEE Transactions on Neural Networks , vol.6 , Issue.4 , pp. 904-910
    • Chen, T.1    Chen, H.2
  • 29
    • 0028734904 scopus 로고
    • Gaussian based neural networks applied to pattern classification and multivariant probability density estimation
    • San Francisco
    • Firmin, C. & Hamad, D. (1994). Gaussian based neural networks applied to pattern classification and multivariant probability density estimation. In Proceedings of the second IEEE International Conference on Fuzzy Systems. San Francisco.
    • (1994) In Proceedings of the Second IEEE International Conference on Fuzzy Systems
    • Firmin, C.1    Hamad, D.2
  • 30
    • 0030462723 scopus 로고    scopus 로고
    • Order of search in Fuzzy ART and Fuzzy ARTMAP: Effect of the choice parameter
    • Georgiopoulos M., Fernlund H., Bebis G., Heileman G. Order of search in Fuzzy ART and Fuzzy ARTMAP: effect of the choice parameter. Neural Networks. 9:(9):1996;1541-1559.
    • (1996) Neural Networks , vol.9 , Issue.9 , pp. 1541-1559
    • Georgiopoulos, M.1    Fernlund, H.2    Bebis, G.3    Heileman, G.4
  • 35
    • 0032025202 scopus 로고    scopus 로고
    • Experimental study of a novel neuro-fuzzy system for on-line handwritten UNIPEN digit recognition
    • Gómez E., Gago J.A., Dimitriadis Y.A., Cano J.M., Coronado J. Experimental study of a novel neuro-fuzzy system for on-line handwritten UNIPEN digit recognition. Pattern Recognition Letters. 19:(3):1998a;357-364.
    • (1998) Pattern Recognition Letters , vol.19 , Issue.3 , pp. 357-364
    • Gómez, E.1    Gago, J.A.2    Dimitriadis, Y.A.3    Cano, J.M.4    Coronado, J.5
  • 36
    • 0011785612 scopus 로고
    • Fuzzy ARTMAP neural network compared to linear discriminant analysis prediction of the length of hospital stay in patients with pneumonia
    • IEEE Press
    • Goodman, P., Kaburlasos, V., Eubert, D., Carpenter, G., & Grossberg, S. (1994). Fuzzy ARTMAP neural network compared to linear discriminant analysis prediction of the length of hospital stay in patients with pneumonia. In Fuzzy logic technology and applications. IEEE Press.
    • (1994) In Fuzzy Logic Technology and Applications
    • Goodman, P.1    Kaburlasos, V.2    Eubert, D.3    Carpenter, G.4    Grossberg, S.5
  • 41
    • 0025405010 scopus 로고
    • Fuzzy logic in control systems: Fuzzy logic controller. Part II
    • Lee C. Fuzzy logic in control systems: fuzzy logic controller. Part II. IEEE Transactions on Systems, Man, and Cybernetics. 20:(2):1990;419-435.
    • (1990) IEEE Transactions on Systems, Man, and Cybernetics , vol.20 , Issue.2 , pp. 419-435
    • Lee, C.1
  • 42
    • 0030147547 scopus 로고    scopus 로고
    • Reinforcement learning for an ART-based fuzzy adaptive learning control network
    • Lin C., Lin C. Reinforcement learning for an ART-based fuzzy adaptive learning control network. IEEE Transactions on Neural Networks. 7:(3):1996;709-730.
    • (1996) IEEE Transactions on Neural Networks , vol.7 , Issue.3 , pp. 709-730
    • Lin, C.1    Lin, C.2
  • 43
    • 0029250062 scopus 로고
    • Parallel implementation of the Fuzzy ARTMAP neural network paradigm on a hypercube
    • Malkani A., Vassiliadis A. Parallel implementation of the Fuzzy ARTMAP neural network paradigm on a hypercube. Expert Systems. 12:(1):1995;39-53.
    • (1995) Expert Systems , vol.12 , Issue.1 , pp. 39-53
    • Malkani, A.1    Vassiliadis, A.2
  • 44
    • 0028998144 scopus 로고
    • A modified Fuzzy ARTMAP architecture for the approximation of noisy mappings
    • Marriott S., Harrison R. A modified Fuzzy ARTMAP architecture for the approximation of noisy mappings. Neural Networks. 8:(4):1995;619-641.
    • (1995) Neural Networks , vol.8 , Issue.4 , pp. 619-641
    • Marriott, S.1    Harrison, R.2
  • 45
    • 0030107268 scopus 로고    scopus 로고
    • Applying radial basis functions
    • Mulgrew B. Applying radial basis functions. IEEE Signal Processing Magazine. 13:(2):1996;50-65.
    • (1996) IEEE Signal Processing Magazine , vol.13 , Issue.2 , pp. 50-65
    • Mulgrew, B.1
  • 46
    • 33748186055 scopus 로고
    • Probabilistic winner-take-all algorithm for radial-basis-function neural classifiers
    • Osman H., Fahmy M. Probabilistic winner-take-all algorithm for radial-basis-function neural classifiers. Neural Computation. 6:1994;927-943.
    • (1994) Neural Computation , vol.6 , pp. 927-943
    • Osman, H.1    Fahmy, M.2
  • 47
    • 0029000115 scopus 로고
    • An algorithm to generate radial basis functions (RBF)-like nets for classification problems
    • Roy A., Govil S., Miranda R. An algorithm to generate radial basis functions (RBF)-like nets for classification problems. Neural Networks. 6:(2):1995;179-201.
    • (1995) Neural Networks , vol.6 , Issue.2 , pp. 179-201
    • Roy, A.1    Govil, S.2    Miranda, R.3
  • 48
    • 0029572384 scopus 로고
    • Application of Fuzzy ARTMAP and ART-EMAP to automatic target recognition using radar range profiles
    • Rubin M. Application of Fuzzy ARTMAP and ART-EMAP to automatic target recognition using radar range profiles. Neural Networks. 8:(718):1995;1109-1116.
    • (1995) Neural Networks , vol.8 , Issue.718 , pp. 1109-1116
    • Rubin, M.1
  • 49
    • 0343472970 scopus 로고    scopus 로고
    • ART based model set for pattern recognition: FasArt family
    • In H. Bunke, & A. Kandel (Eds.), World Scientific Publ. Co.
    • Sainz, G. I., Dimitriadis, Y. A., Cano, J. M., Gómez, E., & Parrado, E. (2000). ART based model set for pattern recognition: FasArt family. In H. Bunke, & A. Kandel (Eds.), Neuro-fuzzy pattern recognition. World Scientific Publ. Co.
    • (2000) Neuro-fuzzy Pattern Recognition
    • Sainz, G.I.1    Dimitriadis, Y.A.2    Cano, J.M.3    Gómez, E.4    Parrado, E.5
  • 50
    • 0026156490 scopus 로고
    • A nearest hyperrectangle learning method
    • Salzberg S. A nearest hyperrectangle learning method. Machine Learning. 6:1991;251-276.
    • (1991) Machine Learning , vol.6 , pp. 251-276
    • Salzberg, S.1
  • 51
    • 0030221432 scopus 로고    scopus 로고
    • A modified ART1 algorithm more suitable for VLSI implementations
    • Serrano Gotarredona T., Linares Barranco B. A modified ART1 algorithm more suitable for VLSI implementations. Neural Networks. 9:(6):1996;1025-1044.
    • (1996) Neural Networks , vol.9 , Issue.6 , pp. 1025-1044
    • Serrano Gotarredona, T.1    Linares Barranco, B.2
  • 53
    • 0031259039 scopus 로고    scopus 로고
    • Learning and generalization of noisy mapping using a modified PROBART neural network
    • Srinivasa N. Learning and generalization of noisy mapping using a modified PROBART neural network. IEEE Transactions on Signal Processing. 45:(10):1997;2533-2550.
    • (1997) IEEE Transactions on Signal Processing , vol.45 , Issue.10 , pp. 2533-2550
    • Srinivasa, N.1
  • 55
    • 0030198885 scopus 로고    scopus 로고
    • Gaussian ARTMAP: A neural network for fast incremental learning of noisy multidimensional maps
    • Williamson J. Gaussian ARTMAP: a neural network for fast incremental learning of noisy multidimensional maps. Neural Networks. 9:(5):1996;881-897.
    • (1996) Neural Networks , vol.9 , Issue.5 , pp. 881-897
    • Williamson, J.1
  • 57
    • 0023999614 scopus 로고
    • Fuzzy logic
    • Zadeh L. Fuzzy logic. Computer. 21:(4):1988;83-93.
    • (1988) Computer , vol.21 , Issue.4 , pp. 83-93
    • Zadeh, L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.