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Volumn 8, Issue 4, 1996, Pages 403-428

Application of the fuzzy ARTMAP neural network model to medical pattern classification tasks

Author keywords

Artificial neural networks; Breast cancer; Coronary care; Fuzzy ARTMAP; Myocardial infarction

Indexed keywords

CARDIOLOGY; DIAGNOSIS; FUZZY SETS; HEALTH CARE; KNOWLEDGE BASED SYSTEMS; LEARNING SYSTEMS; MATHEMATICAL MODELS; MEDICAL COMPUTING; ONCOLOGY; PATIENT TREATMENT; PATTERN RECOGNITION;

EID: 0030219072     PISSN: 09333657     EISSN: None     Source Type: Journal    
DOI: 10.1016/0933-3657(95)00044-5     Document Type: Article
Times cited : (52)

References (37)
  • 1
    • 0027203364 scopus 로고
    • Biochemical markers of myocardial injury. Is MB Creatine Kinase the choice for the 1990s?
    • [1] J. Adams, D.R. Abendschein and A.S. Jaffe, Biochemical markers of myocardial injury. Is MB Creatine Kinase the choice for the 1990s?, Circulation 88 (1993) 750-763.
    • (1993) Circulation , vol.88 , pp. 750-763
    • Adams, J.1    Abendschein, D.R.2    Jaffe, A.S.3
  • 2
    • 0027169118 scopus 로고
    • Earliest electrocardiographic evidence of myocardial infarction: Implications for thrombolytic treatment
    • [2] J. Adams, R. Trent and J. Rawles, Earliest electrocardiographic evidence of myocardial infarction: implications for thrombolytic treatment, Br. Med. J. 307 (1993) 409-413.
    • (1993) Br. Med. J. , vol.307 , pp. 409-413
    • Adams, J.1    Trent, R.2    Rawles, J.3
  • 4
    • 0000051451 scopus 로고
    • Fusion ARTMAP: A neural network architecture for multi-channel data fusion and classification
    • [4] Y.F. Asfour, G.A. Carpenter, S. Grossberg and G.W. Lesher, Fusion ARTMAP: A Neural Network Architecture for Multi-Channel Data Fusion and Classification, Proc. World Congr. Neural Networks 2 (1993) 210-215.
    • (1993) Proc. World Congr. Neural Networks , vol.2 , pp. 210-215
    • Asfour, Y.F.1    Carpenter, G.A.2    Grossberg, S.3    Lesher, G.W.4
  • 5
    • 0024965648 scopus 로고
    • Decisions aids and the law
    • [5] D. Brahams and J. Wyatt, Decisions aids and the law, Lancet (1989) 632-634.
    • (1989) Lancet , pp. 632-634
    • Brahams, D.1    Wyatt, J.2
  • 6
    • 0025590610 scopus 로고
    • A comparison of neural network and other pattern recognition approaches to the diagnosis of low back disorders
    • [6] D. Bounds, P. Lloyd and B. Mathew, A comparison of neural network and other pattern recognition approaches to the diagnosis of low back disorders, Neural Networks 3 (1990) 583-591.
    • (1990) Neural Networks , vol.3 , pp. 583-591
    • Bounds, D.1    Lloyd, P.2    Mathew, B.3
  • 7
    • 0021776661 scopus 로고
    • A massively parallel architecture for a self-organizing neural pattern recognition machine
    • [7] G.A. Carpenter and S. Grossberg, A massively parallel architecture for a self-organizing neural pattern recognition machine, Comput. Vis. Graph. Image Process. 37 (1987) 54-115. Reprinted in G.A. Carpenter and S. Grossberg, eds., Pattern Recognition by Self-Organizing Neural Networks (MIT Press, Cambridge, MA, 1991) 316-382.
    • (1987) Comput. Vis. Graph. Image Process , vol.37 , pp. 54-115
    • Carpenter, G.A.1    Grossberg, S.2
  • 8
    • 0021776661 scopus 로고
    • MIT Press, Cambridge, MA
    • [7] G.A. Carpenter and S. Grossberg, A massively parallel architecture for a self-organizing neural pattern recognition machine, Comput. Vis. Graph. Image Process. 37 (1987) 54-115. Reprinted in G.A. Carpenter and S. Grossberg, eds., Pattern Recognition by Self-Organizing Neural Networks (MIT Press, Cambridge, MA, 1991) 316-382.
    • (1991) Pattern Recognition by Self-organizing Neural Networks , pp. 316-382
    • Carpenter, G.A.1    Grossberg, S.2
  • 9
    • 0023981451 scopus 로고
    • The ART of adaptive pattern recognition by a self-organizing neural network
    • [8] G.A. Carpenter and S. Grossberg, The ART of adaptive pattern recognition by a self-organizing neural network, Computer 21 (1988) 77-88.
    • (1988) Computer , vol.21 , pp. 77-88
    • Carpenter, G.A.1    Grossberg, S.2
  • 11
    • 0026923589 scopus 로고
    • Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps
    • [10] 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 3 (1992) 698-712.
    • (1992) IEEE Trans. Neural Networks , vol.3 , pp. 698-712
    • Carpenter, G.A.1    Grossberg, S.2    Markuzon, N.3    Reynolds, J.H.4    Rosen, D.B.5
  • 12
    • 0026408256 scopus 로고
    • Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system
    • [11] G.A. Carpenter, S. Grossberg and D.B. Rosen, Fuzzy ART: fast stable learning and categorization of analog patterns by an adaptive resonance system, Neural Networks 4 (1991) 759-771.
    • (1991) Neural Networks , vol.4 , pp. 759-771
    • Carpenter, G.A.1    Grossberg, S.2    Rosen, D.B.3
  • 13
  • 14
    • 0024861871 scopus 로고
    • Approximations by superpositions of a sigmoidal function
    • [13] G. Cybenko, Approximations by superpositions of a sigmoidal function, Math. Control Sign. Syst. 2 (1989) 303-314.
    • (1989) Math. Control Sign. Syst. , vol.2 , pp. 303-314
    • Cybenko, G.1
  • 15
    • 0011792695 scopus 로고
    • A neural network decision support tool for the diagnosis of breast cancer
    • J. Hallam, ed., IOS Press, Amsterdam
    • [14] J. Downs, R.F. Harrison and S.S. Cross, A neural network decision support tool for the diagnosis of breast cancer, in: J. Hallam, ed., Hybrid Problems, Hybrid Solutions (IOS Press, Amsterdam, 1995) 51-60.
    • (1995) Hybrid Problems, Hybrid Solutions , pp. 51-60
    • Downs, J.1    Harrison, R.F.2    Cross, S.S.3
  • 16
    • 0343016995 scopus 로고
    • Evaluating a neural network decision-support tool for the diagnosis of breast cancer
    • P. Barahona, M. Stefanelli and J. Wyatt, eds., Springer-Verlag, Berlin
    • [15] J. Downs, R.F. Harrison and S.S. Cross, Evaluating a neural network decision-support tool for the diagnosis of breast cancer, in: P. Barahona, M. Stefanelli and J. Wyatt, eds., Proceedings of the 5th Conference on Artificial Intelligence in Med. Europe (Springer-Verlag, Berlin, 1995) 239-250.
    • (1995) Proceedings of the 5th Conference on Artificial Intelligence in Med. Europe , pp. 239-250
    • Downs, J.1    Harrison, R.F.2    Cross, S.S.3
  • 17
    • 84898066927 scopus 로고
    • A prototype neural network decision support tool for the diagnosis of acute myocardial infarction
    • P. Barahona, M. Stefanelli and J. Wyatt, eds., Springer-Verlag, Berlin
    • [16] J. Downs, R.F. Harrison and R.L. Kennedy, A prototype neural network decision support tool for the diagnosis of acute myocardial infarction, in: P. Barahona, M. Stefanelli and J. Wyatt, eds., Proceedings of the 5th Conference on Artificial Intelligence in Med. Europe (Springer-Verlag, Berlin, 1995) 355-366.
    • (1995) Proceedings of the 5th Conference on Artificial Intelligence in Med. Europe , pp. 355-366
    • Downs, J.1    Harrison, R.F.2    Kennedy, R.L.3
  • 18
    • 0011759978 scopus 로고
    • The use of fuzzy ARTMAP to identify low risk coronary care patients
    • D.W. Pearson, N.C. Steele and R.F. Albrecht, eds., Springer-Verlag, Vienna
    • [17] J. Downs, R.F. Harrison, R.L. Kennedy and K. Woods, The use of fuzzy ARTMAP to identify low risk coronary care patients, in: D.W. Pearson, N.C. Steele and R.F. Albrecht, eds., Artificial Neural Networks and Genetic Algorithms (Springer-Verlag, Vienna, 1995) 511-514.
    • (1995) Artificial Neural Networks and Genetic Algorithms , pp. 511-514
    • Downs, J.1    Harrison, R.F.2    Kennedy, R.L.3    Woods, K.4
  • 20
    • 0011785612 scopus 로고
    • Fuzzy ARTMAP neural network compared to linear discriminant analysis prediction of the length of hospital stay in patients with pneumonia
    • R.J. Marks, ed., IEEE, Piscataway, NJ
    • [19] P.H. Goodman, V.G. Kaburlasos, D.D. Egbert, G.A. Carpenter, S. Grossberg, J.H. Reynolds, D.B. Rosen and A.J. Hartz, Fuzzy ARTMAP neural network compared to linear discriminant analysis prediction of the length of hospital stay in patients with pneumonia, in: R.J. Marks, ed., Fuzzy Logic Technology and Applications, (IEEE, Piscataway, NJ, 1994) 424-429.
    • (1994) Fuzzy Logic Technology and Applications , pp. 424-429
    • Goodman, P.H.1    Kaburlasos, V.G.2    Egbert, D.D.3    Carpenter, G.A.4    Grossberg, S.5    Reynolds, J.H.6    Rosen, D.B.7    Hartz, A.J.8
  • 21
    • 5244352553 scopus 로고
    • Competitive learning: From interactive activation to adaptive resonance
    • [20] S. Grossberg, Competitive learning: from interactive activation to adaptive resonance, Cogn. Sci. 11 (1987) 23-63.
    • (1987) Cogn. Sci. , vol.11 , pp. 23-63
    • Grossberg, S.1
  • 23
    • 0000014875 scopus 로고
    • A connectionist approach to the early diagnosis of myocardial infarction
    • M. Stefanelli, A. Hasman, M. Fieschi and J. Talmon, eds., Springer-Verlag, Berlin
    • [22] R.F. Harrison, S.J. Marshall and R.L. Kennedy, A connectionist approach to the early diagnosis of myocardial infarction, in: M. Stefanelli, A. Hasman, M. Fieschi and J. Talmon, eds., Proceedings of the 3rd Conference on Artificial Intelligence in Med. Europe (Springer-Verlag, Berlin, 1991) 119-128.
    • (1991) Proceedings of the 3rd Conference on Artificial Intelligence in Med. Europe , pp. 119-128
    • Harrison, R.F.1    Marshall, S.J.2    Kennedy, R.L.3
  • 24
    • 0002160029 scopus 로고
    • Simplified fuzzy ARTMAP
    • [23] T. Kasuba, Simplified fuzzy ARTMAP, AI Expert 8 (1993) 18-25.
    • (1993) AI Expert , vol.8 , pp. 18-25
    • Kasuba, T.1
  • 26
    • 84898065616 scopus 로고    scopus 로고
    • Modified fuzzy ARTMAP approaches Bayes optimal classification rates: An empirical demonstration
    • in press
    • [25] C.P. Lim and R.F. Harrison, Modified fuzzy ARTMAP approaches Bayes optimal classification rates: an empirical demonstration, Neural Networks (in press).
    • Neural Networks
    • Lim, C.P.1    Harrison, R.F.2
  • 27
    • 0011732735 scopus 로고
    • A heuristic for general rule extraction from a multilayer perceptron
    • J. Hallam, ed., IOS Press, Amsterdam
    • [26] Z. Ma and R.F. Harrison, A heuristic for general rule extraction from a multilayer perceptron, in: J. Hallam, ed., Hybrid Problems, Hybrid Solutions (IOS Press, Amsterdam, 1995) 133-144.
    • (1995) Hybrid Problems, Hybrid Solutions , pp. 133-144
    • Ma, Z.1    Harrison, R.F.2
  • 28
    • 0028998144 scopus 로고
    • A modified fuzzy ARTMAP architecture for the approximation of noisy mappings
    • [27] S. Marriott and R.F. Harrison, A modified fuzzy ARTMAP architecture for the approximation of noisy mappings, Neural Networks 8 (1995) 619-641.
    • (1995) Neural Networks , vol.8 , pp. 619-641
    • Marriott, S.1    Harrison, R.F.2
  • 29
    • 0000672424 scopus 로고
    • Fast learning in networks of locally-tuned processing units
    • [28] J. Moody and C. Darken, Fast learning in networks of locally-tuned processing units, Neural Comput. 1 (1989) 281-294.
    • (1989) Neural Comput. , vol.1 , pp. 281-294
    • Moody, J.1    Darken, C.2
  • 30
    • 0000106040 scopus 로고
    • Universal approximation using radial basis function networks
    • [29] J. Park and I. Sandberg, Universal approximation using radial basis function networks, Neural Comput. 3 (1991) 246-257.
    • (1991) Neural Comput. , vol.3 , pp. 246-257
    • Park, J.1    Sandberg, I.2
  • 31
    • 0028326934 scopus 로고
    • Early identification of patients at low risk of death after myocardial infarction and potentially suitable for early hospital discharge
    • [30] R.W. Parsons, K.D. Jamrozik, M.S.T. Hobbs and D.L. Thompson, Early identification of patients at low risk of death after myocardial infarction and potentially suitable for early hospital discharge, Br. Med. J. 308 (1994) 1006-1010.
    • (1994) Br. Med. J. , vol.308 , pp. 1006-1010
    • Parsons, R.W.1    Jamrozik, K.D.2    Hobbs, M.S.T.3    Thompson, D.L.4
  • 33
    • 0022471098 scopus 로고
    • Learning representations by back-propagating errors
    • [32] D. Rumelhart, G. Hinton and R. Williams, Learning representations by back-propagating errors, Nature 323 (1986) 533-536.
    • (1986) Nature , vol.323 , pp. 533-536
    • Rumelhart, D.1    Hinton, G.2    Williams, R.3
  • 35
    • 0001771088 scopus 로고
    • Rule learning and extraction with self-organizing neural networks
    • M. Mozer, P. Smolensky, D. Touretzky, J. Elman and A. Weigend, eds., Lawrence Erlbaum Associates, Hillsdale, NJ
    • [34] A.H Tan, Rule learning and extraction with self-organizing neural networks, in: M. Mozer, P. Smolensky, D. Touretzky, J. Elman and A. Weigend, eds., Proceedings of the 1993 Connectionist Models Summer School (Lawrence Erlbaum Associates, Hillsdale, NJ, 1994) 192-199.
    • (1994) Proceedings of the 1993 Connectionist Models Summer School , pp. 192-199
    • Tan, A.H.1
  • 36
    • 0011766366 scopus 로고
    • Tumours: Benign and malignant
    • J.C.E. Underwood, ed., Churchill Livingstone, Edinburgh
    • [35] J.C.E. Underwood, Tumours: benign and malignant, in: J.C.E. Underwood, ed., General and Systematic Pathology (Churchill Livingstone, Edinburgh, 1992) 223-246.
    • (1992) General and Systematic Pathology , pp. 223-246
    • Underwood, J.C.E.1
  • 37
    • 0028107871 scopus 로고
    • Guidelines for cytology procedures and reporting on fine needle aspirates of the breast
    • [36] C.A. Wells, I.O. Ellis, H.D. Zakhour and A.R. Wilson, Guidelines for cytology procedures and reporting on fine needle aspirates of the breast, Cytopathology 5 (1994) 316-334.
    • (1994) Cytopathology , vol.5 , pp. 316-334
    • Wells, C.A.1    Ellis, I.O.2    Zakhour, H.D.3    Wilson, A.R.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.