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Volumn 17, Issue 4, 2006, Pages 929-941

Fuzzy ARTMAP with input relevances

Author keywords

Fuzzy ARTMAP (FAM); Incremental learning; Noisy function mapping; Probability estimation; Relevance factor

Indexed keywords

APPROXIMATION THEORY; ESTIMATION; FUZZY SETS; LEARNING SYSTEMS; PROBABILITY;

EID: 33746896164     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2006.875988     Document Type: Article
Times cited : (31)

References (51)
  • 2
    • 0026923589 scopus 로고
    • "Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps"
    • Sep
    • 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 Netw., vol. 3, no. 5, pp. 698-713, Sep. 1992.
    • (1992) IEEE Trans. Neural Netw. , vol.3 , Issue.5 , pp. 698-713
    • Carpenter, G.1    Grossberg, S.2    Markuzon, N.3    Reynolds, J.4    Rosen, D.5
  • 3
    • 0141480928 scopus 로고    scopus 로고
    • "SVM incremental learning, adaptation and optimization"
    • in Portland, OR, Jul. 20-24
    • C. Diehl and G. Cauwenberghs, "SVM incremental learning, adaptation and optimization," in Proc. Int. Joint Conf. Neural Networks (IJCNN 2003), Portland, OR, Jul. 20-24, 2003, pp. 2685-2690.
    • (2003) Proc. Int. Joint Conf. Neural Networks (IJCNN 2003) , pp. 2685-2690
    • Diehl, C.1    Cauwenberghs, G.2
  • 5
    • 13844281522 scopus 로고    scopus 로고
    • "Incremental training of support vector machines"
    • Jan
    • A. Shilton and M. Palaniswami, "Incremental training of support vector machines," IEEE Trans. Neural Netw., vol. 16, no. 1, pp. 114-131, Jan. 2005.
    • (2005) IEEE Trans. Neural Netw. , vol.16 , Issue.1 , pp. 114-131
    • Shilton, A.1    Palaniswami, M.2
  • 6
    • 0347511637 scopus 로고    scopus 로고
    • "Neocognitron capable of incremental learning"
    • Jan
    • K. Fukushima, "Neocognitron capable of incremental learning," Neural Netw., vol. 17, no. 1, pp. 37-46, Jan. 2004.
    • (2004) Neural Netw. , vol.17 , Issue.1 , pp. 37-46
    • Fukushima, K.1
  • 7
    • 0035521110 scopus 로고    scopus 로고
    • "Learn++: An incremental learning algorithm for supervised neural networks"
    • Nov
    • R. Polikar, L. Udpa, S. S. Udpa, and V. Honovar, "Learn++: An incremental learning algorithm for supervised neural networks," IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 31, no. 4, pp. 497-508, Nov. 2001.
    • (2001) IEEE Trans. Syst., Man, Cybern. C, Appl. Rev. , vol.31 , Issue.4 , pp. 497-508
    • Polikar, R.1    Udpa, L.2    Udpa, S.S.3    Honovar, V.4
  • 8
    • 0023981451 scopus 로고
    • "The ART of adaptive pattern recognition by a self-organizing neural network"
    • Mar
    • G. Carpenter and S. Grossberg, "The ART of adaptive pattern recognition by a self-organizing neural network," IEEE Computer, vol. 21, no. 3, pp. 77-88, Mar. 1988.
    • (1988) IEEE Computer , vol.21 , Issue.3 , pp. 77-88
    • Carpenter, G.1    Grossberg, S.2
  • 9
    • 0141521142 scopus 로고    scopus 로고
    • "ARTMAP neural networks for information fusion data mining: Map production target recognition methodologies"
    • Sep
    • O. Parsons and G. A. Carpenter, "ARTMAP neural networks for information fusion and data mining: Map production and target recognition methodologies," Neural Netw., vol. 16, no. 7, pp. 1075-1089, Sep. 2003.
    • (2003) Neural Netw. , vol.16 , Issue.7 , pp. 1075-1089
    • Parsons, O.1    Carpenter, G.A.2
  • 10
    • 0029341754 scopus 로고
    • "ART-EMAP: A neural network architecture for learning prediction by evidence accumulation"
    • Sep
    • G. Carpenter and W. Ross, "ART-EMAP: A neural network architecture for learning and prediction by evidence accumulation," IEEE Trans. Neural Netw., vol. 6, no. 4, pp. 805-818, Sep. 1995.
    • (1995) IEEE Trans. Neural Netw. , vol.6 , Issue.4 , pp. 805-818
    • Carpenter, G.1    Ross, W.2
  • 11
    • 0032123427 scopus 로고    scopus 로고
    • "Distributed ARTMAP: A neural network for fast distributed supervised learning"
    • G. Carpenter, B. Milenova, and B. Noeske, "Distributed ARTMAP: A neural network for fast distributed supervised learning," Neural Netw., vol. 11, no. 4, pp. 793-813, 1998.
    • (1998) Neural Netw. , vol.11 , Issue.4 , pp. 793-813
    • Carpenter, G.1    Milenova, B.2    Noeske, B.3
  • 14
    • 0030198885 scopus 로고    scopus 로고
    • "Gaussian ARTMAP: A neural network for fast incremental learning of noisy multidimensional maps"
    • J. Williamson, "Gaussian ARTMAP: A neural network for fast incremental learning of noisy multidimensional maps," Neural Netw., vol. 9, no. 5, pp. 881-897, 1996.
    • (1996) Neural Netw. , vol.9 , Issue.5 , pp. 881-897
    • Williamson, J.1
  • 15
    • 0028998144 scopus 로고
    • "A modified fuzzy ARTMAP architecture for the approximation of noisy mappings"
    • S. Marriott and R. F. Harrison, "A modified fuzzy ARTMAP architecture for the approximation of noisy mappings," Neural Netw., vol. 8, no. 4, pp. 619-641, 1995.
    • (1995) Neural Netw. , vol.8 , Issue.4 , pp. 619-641
    • Marriott, S.1    Harrison, R.F.2
  • 16
    • 0031194555 scopus 로고    scopus 로고
    • "An incremental adaptive network for on-line supervized learning probability estimation"
    • C. P. Lim and R. F. Harrison, "An incremental adaptive network for on-line supervized learning and probability estimation," Neural Netw., vol. 10, no. 5, pp. 925-939, 1997.
    • (1997) Neural Netw. , vol.10 , Issue.5 , pp. 925-939
    • Lim, C.P.1    Harrison, R.F.2
  • 18
    • 0032594959 scopus 로고    scopus 로고
    • "An overview of statistical learning theor"
    • Sep
    • V. Vapnik, "An overview of statistical learning theor," IEEE Trans. Neural Netw., vol. 10, no. 5, pp. 988-999, Sep. 1999.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , Issue.5 , pp. 988-999
    • Vapnik, V.1
  • 19
    • 23044459586 scopus 로고    scopus 로고
    • "A model selection algorithm for a posteriori probability estimation with neural networks"
    • Jul
    • J. Arribas and J. Cid-Sueiro, "A model selection algorithm for a posteriori probability estimation with neural networks," IEEE Trans. Neural Netw., vol. 16, no. 4, pp. 799-809, Jul. 2005.
    • (2005) IEEE Trans. Neural Netw. , vol.16 , Issue.4 , pp. 799-809
    • Arribas, J.1    Cid-Sueiro, J.2
  • 20
    • 0029406205 scopus 로고
    • "A fuzzy ARTMAP nonparametric probability estimator for nonstationary pattern recognition problems"
    • Nov
    • G. A. Carpenter, S. Grossberg, and J. Reynolds, "A fuzzy ARTMAP nonparametric probability estimator for nonstationary pattern recognition problems," IEEE Trans. Neural Netw., vol. 6, no. 6, pp. 1330-1336, Nov. 1995.
    • (1995) IEEE Trans. Neural Netw. , vol.6 , Issue.6 , pp. 1330-1336
    • Carpenter, G.A.1    Grossberg, S.2    Reynolds, J.3
  • 21
  • 25
    • 33745935185 scopus 로고    scopus 로고
    • "Weighted support vector machine for data classification"
    • in Montreal QC Canada Jul. 31-Aug. 4
    • X. Yang, Q. Song, and A. Cao, "Weighted support vector machine for data classification," in Proc. Int. Joint Conf. Neural Networks (IJCNN 2005), Montreal, QC, Canada, Jul. 31-Aug. 4 2005, pp. 859-864.
    • (2005) Proc. Int. Joint Conf. Neural Networks (IJCNN 2005) , pp. 859-864
    • Yang, X.1    Song, Q.2    Cao, A.3
  • 26
    • 28244467848 scopus 로고    scopus 로고
    • "Posterior probability support vector machines for unbalanced data"
    • W.J. Nov
    • Q. Tao, G. Wu, F. Wang, and W. J. "Posterior probability support vector machines for unbalanced data," IEEE Trans. Neural Netw., vol. 16, no. 6, pp. 1561-1573, Nov. 2005.
    • (2005) IEEE Trans. Neural Netw. , vol.16 , Issue.6 , pp. 1561-1573
    • Tao, Q.1    Wu, G.2    Wang, F.3
  • 27
    • 33746897034 scopus 로고    scopus 로고
    • "Knowledge discovery from distributed textual data"
    • Ph.D. dissertation Dept. Comp. Sci. Hong Kong Univ. Sci. Tech. Hong Kong
    • V. Cho, "Knowledge discovery from distributed and textual data," Ph.D. dissertation, Dept. Comp. Sci., Hong Kong Univ. Sci. Tech., Hong Kong, 1999.
    • (1999)
    • Cho, V.1
  • 28
    • 33746885549 scopus 로고    scopus 로고
    • "Data quality in distributed environments"
    • in H. Kargupta P. Chan Eds. Cambridge MA: AAAI Press/MIT Press
    • B. Wuthrich, V. Cho, J. Pun, and J. Zhang, "Data quality in distributed environments," in Advances in Distributed and Parallel Knowledge Discovery, H. Kargupta and P. Chan, Eds. Cambridge, MA: AAAI Press/MIT Press, 2000, pp. 295-316.
    • (2000) Advances in Distributed Parallel Knowledge Discovery , pp. 295-316
    • Wuthrich, B.1    Cho, V.2    Pun, J.3    Zhang, J.4
  • 29
    • 0242653720 scopus 로고    scopus 로고
    • "A fast simplified fuzzy ARTMAP network"
    • M. Taghi, V. Baghmisheh, and P. Nikola, "A fast simplified fuzzy ARTMAP network," Neural Process. Lett., vol. 17, no. 3, pp. 273-316, 2003.
    • (2003) Neural Process. Lett. , vol.17 , Issue.3 , pp. 273-316
    • Taghi, M.1    Baghmisheh, V.2    Nikola, P.3
  • 30
    • 0034548913 scopus 로고    scopus 로고
    • "Fuzzy lattice neurocomputing (FNL) models"
    • Dec
    • V. Kaburlasos and V. Petridis, "Fuzzy lattice neurocomputing (FNL) models," Neural Netw., vol. 13, no. 10, pp. 1145-1169, Dec. 2000.
    • (2000) Neural Netw. , vol.13 , Issue.10 , pp. 1145-1169
    • Kaburlasos, V.1    Petridis, V.2
  • 31
    • 0000473841 scopus 로고
    • "ART1 pattern clustering"
    • in San Mateo CA Morgan Kaufmann
    • B. Moore, "ART1 and pattern clustering," in Proc. 1988 Connectionist Model Summer School, San Mateo, CA, 1988, Morgan Kaufmann, pp. 174-185.
    • (1988) Proc. 1988 Connectionist Model Summer School , pp. 174-185
    • Moore, B.1
  • 32
    • 0026408256 scopus 로고
    • "Fuzzy ART: Fast stable learning categorization of analog patterns by an adaptive resonance system"
    • G. Carpenter, S. Grossberg, and J. Reynolds, "Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system," Neural Netw., vol. 4, no. 6, pp. 759-771, 1991.
    • (1991) Neural Netw. , vol.4 , Issue.6 , pp. 759-771
    • Carpenter, G.1    Grossberg, S.2    Reynolds, J.3
  • 33
    • 0025206332 scopus 로고
    • "Probabilistic neural networks"
    • D. Specht, "Probabilistic neural networks," Neural Netw., vol. 3, no. 1, pp. 109-118, 1990.
    • (1990) Neural Netw. , vol.3 , Issue.1 , pp. 109-118
    • Specht, D.1
  • 34
    • 0141759324 scopus 로고
    • "A converse H-theorem for inductive processes"
    • R. Andonie, "A converse H-theorem for inductive processes," Comp. Artif. Intell., vol. 9, no. 2, pp. 159-167, 1990.
    • (1990) Comp. Artif. Intell. , vol.9 , Issue.2 , pp. 159-167
    • Andonie, R.1
  • 35
    • 0004093909 scopus 로고
    • Cambridge U.K.: Cambridge Univ. Press
    • M. Wasan, Stochastic Approximation. Cambridge, U.K.: Cambridge Univ. Press, 1969.
    • (1969) Stochastic Approximation
    • Wasan, M.1
  • 39
    • 33746869337 scopus 로고
    • (in Romanian). Bucharest Romania: Editura Didacticǎ şsi Pedagogicǎ
    • M. Nicolescu, N. Dinculeanu, and S. Marcus, Mathematical Analysis (in Romanian). Bucharest, Romania: Editura Didacticǎ şsi Pedagogicǎ, 1966, vol. 1.
    • (1966) Mathematical Analysis , vol.1
    • Nicolescu, M.1    Dinculeanu, N.2    Marcus, S.3
  • 41
    • 0025490985 scopus 로고
    • "Networks for approximation learning"
    • Sep
    • T. Poggio and F. Girosi, "Networks for approximation and learning," Proc. IEEE, vol. 78, no. 9, pp. 1481-1497, Sep. 1990.
    • (1990) Proc. IEEE , vol.78 , Issue.9 , pp. 1481-1497
    • Poggio, T.1    Girosi, F.2
  • 42
    • 0029343809 scopus 로고
    • "Universal approximation to nonlinear operators by neural networks with arbitrary activation functions its application to dynamic systems"
    • Jul
    • T. Chen and H. Chen, "Universal approximation to nonlinear operators by neural networks with arbitrary activation functions and its application to dynamic systems," IEEE Trans. Neural Netw., vol. 6, no. 4, pp. 911-917, Jul. 1995.
    • (1995) IEEE Trans. Neural Netw. , vol.6 , Issue.4 , pp. 911-917
    • Chen, T.1    Chen, H.2
  • 43
    • 0024991997 scopus 로고
    • "Networks the best approximation property"
    • Sep
    • F. Girosi and T. Poggio, "Networks and the best approximation property," Biol. Cybern., vol. 63, no. 9, pp. 169-176, Sep. 1990.
    • (1990) Biol. Cybern. , vol.63 , Issue.9 , pp. 169-176
    • Girosi, F.1    Poggio, T.2
  • 44
    • 33746881779 scopus 로고    scopus 로고
    • "The psychological limits of neural computation"
    • in M. Karny K. Warwick V. Kurkova Eds. London U.K.: Springer-Verlag
    • R. Andonie, "The psychological limits of neural computation," in Dealing With Complexity: A Neural Network Approach, M. Karny, K. Warwick, and V. Kurkova, Eds. London, U.K.: Springer-Verlag, 1997, pp. 252-263.
    • (1997) Dealing With Complexity: A Neural Network Approach , pp. 252-263
    • Andonie, R.1
  • 46
    • 79955825751 scopus 로고
    • "A comparison of two approaches for combining the votes of cooperating classifiers"
    • J. Franke and E. Mandler, "A comparison of two approaches for combining the votes of cooperating classifiers," in Proc. 11th Int. Conf. Pattern Recognition, 1992, vol. 2, pp. 611-614.
    • (1992) Proc. 11th Int. Conf. Pattern Recognition , vol.2 , pp. 611-614
    • Franke, J.1    Mandler, E.2
  • 47
    • 0029230267 scopus 로고
    • "A method of combining multiple experts for the recognition of unconstrained handwritten numerals"
    • Jan
    • Y. S. Huang and C. Y. Suen, "A method of combining multiple experts for the recognition of unconstrained handwritten numerals," IEEE Trans. Pattern Anal. Mach. Intell., vol. 17, no. 1, pp. 90-94, Jan. 1995.
    • (1995) IEEE Trans. Pattern Anal. Mach. Intell. , vol.17 , Issue.1 , pp. 90-94
    • Huang, Y.S.1    Suen, C.Y.2
  • 48
    • 33746919635 scopus 로고
    • "Analysis of neural network issues: Scaling enhanced nodal processing comparison with standard classification"
    • Oct. 29-30
    • G. Wilensky, "Analysis of neural network issues: Scaling, enhanced nodal processing, comparison with standard classification," DARPA Neural Netw. Program Rev., pp. 1-9, Oct. 29-30, 1991.
    • (1991) DARPA Neural Netw. Program Rev. , pp. 1-9
    • Wilensky, G.1
  • 49
    • 0141536223 scopus 로고
    • "Boundary points do not improve the accuracy of neural net classifiers"
    • in Canberra Australia
    • V. Ciesielski, "Boundary points do not improve the accuracy of neural net classifiers," in Proc. 8th Australian Joint Conf. Artificial Intelligence, Canberra, Australia, 1995, pp. 163-170.
    • (1995) Proc. 8th Australian Joint Conf. Artificial Intelligence , pp. 163-170
    • Ciesielski, V.1
  • 50
    • 0031098273 scopus 로고    scopus 로고
    • "Sharing meta-information to guide cooperative search among heterogeneous reusable agents"
    • Mar.-Apr
    • E. Lander and R. Lesser, "Sharing meta-information to guide cooperative search among heterogeneous reusable agents," IEEE Trans. Knowl. Data Eng., vol. 9, no. 2, pp. 193-208, Mar.-Apr. 1997.
    • (1997) IEEE Trans. Knowl. Data Eng. , vol.9 , Issue.2 , pp. 193-208
    • Lander, E.1    Lesser, R.2
  • 51
    • 0031211090 scopus 로고    scopus 로고
    • "A decision-theoretic generalization of on-line learning an application to boosting"
    • Y. Freund and R. Schapire, "A decision-theoretic generalization of on-line learning and an application to boosting," J. Comput. Syst. Sci., vol. 55, no. 1, pp. 119-139, 1997.
    • (1997) J. Comput. Syst. Sci. , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.