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Volumn 33, Issue 1, 2003, Pages 28-34

Visualization of learning in multilayer perceptron networks using principal component analysis

Author keywords

Artificial neural network (ANN); Error surface; Multilayer perceptron; Principal component analysis (PCA); Visualization

Indexed keywords

ALGORITHMS; BACKPROPAGATION; FEEDFORWARD NEURAL NETWORKS; LEARNING SYSTEMS; PRINCIPAL COMPONENT ANALYSIS;

EID: 0037275359     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2003.808183     Document Type: Article
Times cited : (42)

References (32)
  • 1
    • 0029484103 scopus 로고
    • A survey and critique of techniques for extracting roles from trained artificial neural networks
    • R. Andrews, J. Diederich, and A. B. Tickle, "A survey and critique of techniques for extracting roles from trained artificial neural networks," Knowl.-Based Syst., vol. 8, no. 6, pp. 373-389, 1995.
    • (1995) Knowl.-Based Syst. , vol.8 , Issue.6 , pp. 373-389
    • Andrews, R.1    Diederich, J.2    Tickle, A.B.3
  • 2
    • 0004041425 scopus 로고    scopus 로고
    • Geometry of learning: Visualizing the performance of neural network supervised training methods
    • G. S. Androulakis, G. D. Magoulas, and M. N. Vrahatis, "Geometry of learning: Visualizing the performance of neural network supervised training methods," Nonlinear Analysis, Theory, Methods, and Applications, vol. 30, no. 7, pp. 4359-4544, 1997.
    • (1997) Nonlinear Analysis, Theory, Methods, and Applications , vol.30 , Issue.7 , pp. 4359-4544
    • Androulakis, G.S.1    Magoulas, G.D.2    Vrahatis, M.N.3
  • 10
    • 0001379317 scopus 로고
    • Error surfaces for multilayer perceptrons
    • D. R. Hush, B. Home, and J. M. Salas, "Error surfaces for multilayer perceptrons," IEEE Trans. Syst., Man, Cybern., vol. 22, no. 5, pp. 1152-1161, 1992.
    • (1992) IEEE Trans. Syst., Man, Cybern. , vol.22 , Issue.5 , pp. 1152-1161
    • Hush, D.R.1    Home, B.2    Salas, J.M.3
  • 13
    • 0033097131 scopus 로고    scopus 로고
    • Visualization of neural-network gaps based on error analysis
    • M. M. Kantardzic, A. A. Aly, and A. S. Elmaghraby, "Visualization of neural-network gaps based on error analysis," IEEE Trans. Neural Networks, vol. 10, no. 2, pp. 419-426, 1999.
    • (1999) IEEE Trans. Neural Networks , vol.10 , Issue.2 , pp. 419-426
    • Kantardzic, M.M.1    Aly, A.A.2    Elmaghraby, A.S.3
  • 14
    • 0030396445 scopus 로고    scopus 로고
    • Neuralis: An artificial neural network package
    • S. Khuri and J. Williams, "Neuralis: An artificial neural network package," SIGCSE-Bull., vol. 28, pp. 25-27, 1996.
    • (1996) SIGCSE-Bull. , vol.28 , pp. 25-27
    • Khuri, S.1    Williams, J.2
  • 16
    • 0002540180 scopus 로고
    • Learning to tell two spirals apart
    • T. Sejnowski, D. Touretzky, and G. Hinton, Eds., San Mateo, CA
    • K. J. Lang and M. J. Witbrock, "Learning to tell two spirals apart," in Proc. Connectionist Models Summer School, T. Sejnowski, D. Touretzky, and G. Hinton, Eds., San Mateo, CA, 1988, pp. 52-59.
    • (1988) Proc. Connectionist Models Summer School , pp. 52-59
    • Lang, K.J.1    Witbrock, M.J.2
  • 18
    • 0003023677 scopus 로고    scopus 로고
    • A neural network visualization and sensitivity analysis toolkit
    • Y. Liao and J. Moody, "A neural network visualization and sensitivity analysis toolkit," in Proc. ICONIP, 1996, pp. 1069-1074.
    • (1996) Proc. ICONIP , pp. 1069-1074
    • Liao, Y.1    Moody, J.2
  • 19
    • 0000090128 scopus 로고
    • Visualizing weight dynamics in the N-2-N encoder
    • Piscataway, NJ
    • R. Lister, "Visualizing weight dynamics in the N-2-N encoder," in Proc. IEEE Int. Conf. Neural Networks, vol. 2, Piscataway, NJ, 1993, pp. 684-689.
    • (1993) Proc. IEEE Int. Conf. Neural Networks , vol.2 , pp. 684-689
    • Lister, R.1
  • 21
    • 0013176985 scopus 로고
    • Visualizations of 2-D hidden unit space
    • New York
    • P. W. Munro, "Visualizations of 2-D hidden unit space," in Int. Joint Conf. Neural Networks, vol. III, New York, 1992, pp. 468-473.
    • (1992) Int. Joint Conf. Neural Networks , vol.3 , pp. 468-473
    • Munro, P.W.1
  • 23
    • 0013230826 scopus 로고
    • The effect of representation on error surface
    • P. Leong and M. Jabri, Eds.
    • S. Phillips, "The effect of representation on error surface," in Proc. 4th ACNN, P. Leong and M. Jabri, Eds., 1993, pp. 86-89.
    • (1993) Proc. 4th ACNN , pp. 86-89
    • Phillips, S.1
  • 24
    • 0025535902 scopus 로고
    • Constructing a neural network for the interpretation of the species of trees in aerial photographs
    • Los Alamos, CA
    • A. J. Pinz and H. Bischof, "Constructing a neural network for the interpretation of the species of trees in aerial photographs," in Proc. 10th Int. Conf. Pattern Recognition, vol. 1, Los Alamos, CA, 1990, pp. 755-757.
    • (1990) Proc. 10th Int. Conf. Pattern Recognition , vol.1 , pp. 755-757
    • Pinz, A.J.1    Bischof, H.2
  • 25
    • 0034201610 scopus 로고    scopus 로고
    • Visualizing the function computed by a feedforward neural network
    • T. Plate, J. Bert, J. Grace, and P. Band, "Visualizing the function computed by a feedforward neural network," Neural Comput., vol. 12, no. 6, pp. 1337-1354, 2000.
    • (2000) Neural Comput. , vol.12 , Issue.6 , pp. 1337-1354
    • Plate, T.1    Bert, J.2    Grace, J.3    Band, P.4
  • 27
    • 0013283473 scopus 로고
    • Visualizing the learning process for neural networks
    • M. Verleysen, Ed., Brussels, Belgium
    • R. Rojas, "Visualizing the learning process for neural networks," in Proc. ESANN, M. Verleysen, Ed., Brussels, Belgium, 1994, pp. 211-216.
    • (1994) Proc. ESANN , pp. 211-216
    • Rojas, R.1
  • 31
    • 0025867614 scopus 로고
    • Visualizing processes in neural networks
    • _, "Visualizing processes in neural networks," IBM J. Rex. Develop., vol. 35, no. 1/2, pp. 244-253, 1991.
    • (1991) IBM J. Rex. Develop. , vol.35 , Issue.1-2 , pp. 244-253


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.