메뉴 건너뛰기




Volumn 9, Issue 1, 1996, Pages 83-97

Training MLPs layer by layer using an objective function for internal representations

Author keywords

Approximation; Architecture; Classification; Constructive algorithm; Discriminant analysis; Internal representation; Learning algorithm; Multilayer perceptrons

Indexed keywords

APPROXIMATION THEORY; BACKPROPAGATION; COMPUTATIONAL METHODS; COMPUTER SIMULATION; ENCODING (SYMBOLS); ERRORS; LEARNING ALGORITHMS; MATHEMATICAL MODELS; OPTIMIZATION; PERFORMANCE; STATISTICAL METHODS;

EID: 0029972717     PISSN: 08936080     EISSN: None     Source Type: Journal    
DOI: 10.1016/0893-6080(95)00096-8     Document Type: Article
Times cited : (52)

References (30)
  • 1
    • 0025532297 scopus 로고
    • An approximation of nonlinear discriminant analysis by multilayer neural networks
    • San Diego
    • Asoh, H., & Otsu, N. (1990). An approximation of nonlinear discriminant analysis by multilayer neural networks. In Proceedings IJCNN'90, San Diego (pp. III-211-216).
    • (1990) Proceedings IJCNN'90
    • Asoh, H.1    Otsu, N.2
  • 2
    • 0001160588 scopus 로고
    • What size net gives valid generalization
    • Baum, E. B., & Haussler, D (1989). What size net gives valid generalization. Neural Computing, 1(1), 151-160.
    • (1989) Neural Computing , vol.1 , Issue.1 , pp. 151-160
    • Baum, E.B.1    Haussler, D.2
  • 3
    • 0000389960 scopus 로고
    • Constructing hidden units using examples and queries
    • R. P. Lippman, J. E. Moody, & D. S. Touretzky (Eds.), San Mateo, CA: Morgan Kaufmann
    • Baum, E. B., & Lang, K. J. (1991). Constructing hidden units using examples and queries. In R. P. Lippman, J. E. Moody, & D. S. Touretzky (Eds.), Neural information processing 3 (pp. 904-910). San Mateo, CA: Morgan Kaufmann.
    • (1991) Neural Information Processing 3 , pp. 904-910
    • Baum, E.B.1    Lang, K.J.2
  • 4
    • 0025759392 scopus 로고
    • Reliable evaluation of neural networks
    • Burton, R. M., & Farris, W. G. (1991). Reliable evaluation of neural networks. Neural Networks, 4, 411-415.
    • (1991) Neural Networks , vol.4 , pp. 411-415
    • Burton, R.M.1    Farris, W.G.2
  • 5
    • 0039521147 scopus 로고
    • Technical Report TA9101, CREPCO, Université de Provence, F-13621 Aix-en-Provence Cedex 1.
    • Courrieu, P. (1991). A distributed search algorithm for hard optimization. Technical Report TA9101, CREPCO, Université de Provence, F-13621 Aix-en-Provence Cedex 1.
    • (1991) A Distributed Search Algorithm for Hard Optimization
    • Courrieu, P.1
  • 6
    • 0040706445 scopus 로고
    • Une identité algébrique intéressante pour la statistique mathématique
    • Der Megreditchian, G (1983). Une identité algébrique intéressante pour la statistique mathématique. La Météorologie, VI(32), 5-14.
    • (1983) La Météorologie , vol.6 , Issue.32 , pp. 5-14
    • Der Megreditchian, G.1
  • 8
    • 0000155950 scopus 로고
    • The cascade-correlation learning architecture
    • D. S. Touretzky (Ed.), San Mateo, CA: Morgan Kaufmann
    • Fahlman, S. E., & Lebiere, C. (1990). The cascade-correlation learning architecture. In D. S. Touretzky (Ed.), Advances in neural information processing systems 2 (pp. 524-532). San Mateo, CA: Morgan Kaufmann.
    • (1990) Advances in Neural Information Processing Systems 2 , pp. 524-532
    • Fahlman, S.E.1    Lebiere, C.2
  • 10
    • 0024123808 scopus 로고
    • Multilayer perceptrons and data analysis
    • San Diego
    • Gallinari, P., Thiria, S., & Fogelman-Soulie, F. (1988). Multilayer perceptrons and data analysis. In Proc. ICNN'88, San Diego (pp. 391-398).
    • (1988) Proc. ICNN'88 , pp. 391-398
    • Gallinari, P.1    Thiria, S.2    Fogelman-Soulie, F.3
  • 11
    • 0025746876 scopus 로고
    • On the relations between discriminant analysis and multilayer perceptrons
    • Gallinari, P., Thiria, S., Badran, F., & Fogelman-Soulie, F. (1991). On the relations between discriminant analysis and multilayer perceptrons. Neural Networks, 4, 349-360.
    • (1991) Neural Networks , vol.4 , pp. 349-360
    • Gallinari, P.1    Thiria, S.2    Badran, F.3    Fogelman-Soulie, F.4
  • 12
    • 0040112757 scopus 로고
    • Learning by choice of internal representations
    • D. S. Touretzky, (Ed.), San Mateo, CA: Morgan Kaufmann
    • Grossman, T., Meir, R., & Domany, E. (1989). Learning by choice of internal representations. In D. S. Touretzky, (Ed.), Advances in neural information processing systems 1 (pp. 73-80). San Mateo, CA: Morgan Kaufmann.
    • (1989) Advances in Neural Information Processing Systems 1 , pp. 73-80
    • Grossman, T.1    Meir, R.2    Domany, E.3
  • 13
    • 0024082469 scopus 로고
    • Quantifying inductive bias: AI learning algorithms and valiant's learning framework
    • Haussler, D. (1988). Quantifying inductive bias: AI learning algorithms and valiant's learning framework. Artificial Intelligence, 36, 177-221.
    • (1988) Artificial Intelligence , vol.36 , pp. 177-221
    • Haussler, D.1
  • 14
    • 0012733376 scopus 로고
    • Connectionist learning procedures
    • Y. Kodratoff & R. Michalski (Eds), San Mateo, CA: Morgan Kaufmann
    • Hinton, G. E. (1990). Connectionist learning procedures. In Y. Kodratoff & R. Michalski (Eds), Machine learning III. (pp. 555-610). San Mateo, CA: Morgan Kaufmann.
    • (1990) Machine Learning Iii. , pp. 555-610
    • Hinton, G.E.1
  • 15
    • 0025964567 scopus 로고
    • Back-propagation algorithm which varies the number of hidden units
    • Hirose, Y., Yamashita, K., Hijiya, S. (1991). Back-propagation algorithm which varies the number of hidden units. Neural Networks, 4(1), 61-66.
    • (1991) Neural Networks , vol.4 , Issue.1 , pp. 61-66
    • Hirose, Y.1    Yamashita, K.2    Hijiya, S.3
  • 16
    • 0025751820 scopus 로고
    • Approximation capabilities of multilayer feedforward networks
    • Hornik, K. (1991). Approximation capabilities of multilayer feedforward networks. Neural Networks, 4, 251-257.
    • (1991) Neural Networks , vol.4 , pp. 251-257
    • Hornik, K.1
  • 17
    • 84911670140 scopus 로고
    • Statistical pattern recognition with neural networks: Benchmarking studies
    • L. Personnaz & G. Dreyfus (Eds.), Paris: I.D.S.T.
    • Kohonen, T., Chrisley, R., & Barna, G. (1989). Statistical pattern recognition with neural networks: Benchmarking studies. In L. Personnaz & G. Dreyfus (Eds.), Neural networks from models to applications. Paris: I.D.S.T.
    • (1989) Neural Networks from Models to Applications
    • Kohonen, T.1    Chrisley, R.2    Barna, G.3
  • 18
  • 19
    • 0038928496 scopus 로고
    • Optimizing multilayer networks layer per layer without back-propagation
    • Igor Aleksander & John Taylor (Eds.), Amsterdam: North-Holland
    • Lengellé, R., & Denoeux, T (1992). Optimizing multilayer networks layer per layer without back-propagation. In Igor Aleksander & John Taylor (Eds.), Artificial neural networks II (pp. 995-998). Amsterdam: North-Holland.
    • (1992) Artificial Neural Networks Ii , pp. 995-998
    • Lengellé, R.1    Denoeux, T.2
  • 20
    • 84956226983 scopus 로고
    • A convergence theorem for sequential learning in two-layer perceptrons
    • Marchand, M., Golea, M., & Ruján, P. (1990). A convergence theorem for sequential learning in two-layer perceptrons. Europhysics Letters, 11(6), 487-492.
    • (1990) Europhysics Letters , vol.11 , Issue.6 , pp. 487-492
    • Marchand, M.1    Golea, M.2    Ruján, P.3
  • 23
    • 11144273669 scopus 로고
    • The perceptron: A probabilistic model for information storage and organization in the brain
    • Rosenblatt, F. (1958). The perceptron: A probabilistic model for information storage and organization in the brain. Psychological Review, 65, 386-408.
    • (1958) Psychological Review , vol.65 , pp. 386-408
    • Rosenblatt, F.1
  • 24
    • 0000646059 scopus 로고
    • Learning internal representations by error propagation
    • D. E. Rumelhart & J. McClelland (Eds), Cambridge, MA: MIT press
    • Rumelhart, D. E. Hinton, G. E., & Williams, R. J. (1986). Learning internal representations by error propagation. In D. E. Rumelhart & J. McClelland (Eds), Parallel distributed processing. Cambridge, MA: MIT press.
    • (1986) Parallel Distributed Processing
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 26
    • 0038928495 scopus 로고
    • Remarks on interpolation and recognition using neural nets
    • R. L. Lippman, J. E. Moody, & D. S. Touretzky (Eds.), San Mateo, CA: Morgan Kaufmann
    • Sontag, E. D. (1991). Remarks on interpolation and recognition using neural nets. In R. L. Lippman, J. E. Moody, & D. S. Touretzky (Eds.), Advances in neural information processing systems 3 (pp. 939-945). San Mateo, CA: Morgan Kaufmann.
    • (1991) Advances in Neural Information Processing Systems 3 , pp. 939-945
    • Sontag, E.D.1
  • 28
    • 0025208603 scopus 로고
    • The optimised internal representation of multilayer classifier networks performs non linear discriminant analysis
    • Webb, A. R., & Lowe, D. (1990). The optimised internal representation of multilayer classifier networks performs non linear discriminant analysis. Neural Networks, 3, 367-375.
    • (1990) Neural Networks , vol.3 , pp. 367-375
    • Webb, A.R.1    Lowe, D.2
  • 29
    • 0000539096 scopus 로고
    • Generalization by weight-elimination with application to forecasting
    • R. P. Lippman, J. E. Moody, & D. S. Touretzky (Eds), San Mateo, CA: Morgan Kaufmann
    • Weigend, A.S., Rumelhart, D.E., & Huberman, B.A. (1991). Generalization by weight-elimination with application to forecasting. In R. P. Lippman, J. E. Moody, & D. S. Touretzky (Eds), Neural Information Processing, 3, (pp. 875-882). San Mateo, CA: Morgan Kaufmann.
    • (1991) Neural Information Processing , vol.3 , pp. 875-882
    • Weigend, A.S.1    Rumelhart, D.E.2    Huberman, B.A.3
  • 30
    • 0026927025 scopus 로고
    • Fast generating algorithm for a general three-layer perceptron
    • Zollner, R., Schmitz, H. J., Wünsch, F., & Krey, U. (1992). Fast generating algorithm for a general three-layer perceptron. Neural Networks, 5, 771-777.
    • (1992) Neural Networks , vol.5 , pp. 771-777
    • Zollner, R.1    Schmitz, H.J.2    Wünsch, F.3    Krey, U.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.