메뉴 건너뛰기




Volumn 9, Issue 2, 1996, Pages 273-294

Experience with selecting exemplars from clean data

Author keywords

active exemplar selection; active learning; chaotic time series; Mackey Glass time series; neural networks; nonlinear regression; querying; stepwise regression

Indexed keywords

CHAOS THEORY; FRACTALS; LEARNING SYSTEMS; REGRESSION ANALYSIS; SAMPLING; TIME SERIES ANALYSIS;

EID: 0030111078     PISSN: 08936080     EISSN: None     Source Type: Journal    
DOI: 10.1016/0893-6080(95)00099-2     Document Type: Article
Times cited : (29)

References (27)
  • 2
    • 0002127281 scopus 로고
    • What size network gives valid generalization?
    • D. Touretzky (Ed.), San Mateo, CA: Morgan Kaufmann
    • Baum, E., & Haussler, D. (1989). What size network gives valid generalization? In D. Touretzky (Ed.), Advances in neural information processing systems 1. San Mateo, CA: Morgan Kaufmann.
    • (1989) Advances in Neural Information Processing Systems 1.
    • Baum, E.1    Haussler, D.2
  • 5
    • 21144473322 scopus 로고
    • Learning simple arithmetic procedures
    • Cottrell, G., & Fu-Sheng Tsung (1993). Learning simple arithmetic procedures. Connection Science, 5, 37-58.
    • (1993) Connection Science , vol.5 , pp. 37-58
    • Cottrell, G.1    Tsung, F.-S.2
  • 6
    • 0000362092 scopus 로고
    • Non-linear dimensionality reduction
    • C. L. Giles, S. J. Hanson, & J. D. Cowan (Eds.), San Mateo, CA: Morgan Kaufmann
    • DeMers, D., & Cottrell, G. (1993). Non-linear dimensionality reduction. In C. L. Giles, S. J. Hanson, & J. D. Cowan (Eds.), Advances in neural information processing systems 5 (pp. 580-587). San Mateo, CA: Morgan Kaufmann.
    • (1993) Advances in Neural Information Processing Systems 5 , pp. 580-587
    • DeMers, D.1    Cottrell, G.2
  • 9
    • 35949006791 scopus 로고
    • Determining embedding dimension for phase-space reconstruction using a geometrical construction
    • Kennel, M. B., Brown, R., & Abarbanel, H. D. I. (1992). Determining embedding dimension for phase-space reconstruction using a geometrical construction. Physical Reviews A, 45(6), 3403.
    • (1992) Physical Reviews A , vol.45 , Issue.6 , pp. 3403
    • Kennel, M.B.1    Brown, R.2    Abarbanel, H.D.I.3
  • 12
    • 0017714604 scopus 로고
    • Oscillation and chaos in physiological control systems
    • Mackey, M. C., & Glass, L. (1977). Oscillation and chaos in physiological control systems. Science, 197, 287.
    • (1977) Science , vol.197 , pp. 287
    • Mackey, M.C.1    Glass, L.2
  • 13
    • 0028320833 scopus 로고
    • Convergence rates for single hidden layer feedforward networks
    • McCaffrey, D. F., & Gallant, A. R. (1994). Convergence rates for single hidden layer feedforward networks. Neural Networks, 7, 147-158.
    • (1994) Neural Networks , vol.7 , pp. 147-158
    • McCaffrey, D.F.1    Gallant, A.R.2
  • 14
    • 0027565178 scopus 로고
    • Supervised learning on large redundant training sets
    • Møller, M. (1993a). Supervised learning on large redundant training sets. International Journal of Neural Systems, 4(1), 15-25.
    • (1993) International Journal of Neural Systems , vol.4 , Issue.1 , pp. 15-25
    • Møller, M.1
  • 15
    • 0004297984 scopus 로고
    • Doctoral dissertation, Computer Science Department, Aarhus University, Ny Munkegada, Building 540. DK-8000 Aarhus C, Denmark
    • Møller, M. (1993b). Efficient training of feed-forward neural networks. Doctoral dissertation, Computer Science Department, Aarhus University, Ny Munkegada, Building 540. DK-8000 Aarhus C, Denmark.
    • (1993) Efficient Training of Feed-forward Neural Networks
    • Møller, M.1
  • 16
    • 0011630842 scopus 로고
    • Optimal designs for nonparametric kernel regression
    • Müller, H.-G. (1984). Optimal designs for nonparametric kernel regression. Statistics and Probability Letters, 2, 285-290.
    • (1984) Statistics and Probability Letters , vol.2 , pp. 285-290
    • Müller, H.-G.1
  • 17
    • 0039677504 scopus 로고
    • Repeat until bored: A pattern selection strategy
    • J. E. Moody, S. J. Hanson, & R. P. Lippman (Eds.), San Mateo, CA: Morgan Kaufmann
    • Munro, P. W. (1992). Repeat until bored: A pattern selection strategy. In J. E. Moody, S. J. Hanson, & R. P. Lippman (Eds.), Advances in neural information processing systems 4 (pp. 1001-1008). San Mateo, CA: Morgan Kaufmann.
    • (1992) Advances in Neural Information Processing Systems 4 , pp. 1001-1008
    • Munro, P.W.1
  • 19
    • 0342970482 scopus 로고
    • Ph.D. thesis, Computer Science and Engineering Department, University of California, San Diego, La Jolla, CA
    • Plutowski, M. E. P. (1994). Selecting exemplars for neural network learning. Ph.D. thesis, Computer Science and Engineering Department, University of California, San Diego, La Jolla, CA.
    • (1994) Selecting Exemplars for Neural Network Learning
    • Plutowski, M.E.P.1
  • 20
    • 0342536203 scopus 로고
    • Using active exemplar selection to digest a large database of cell images for breast cancer detection
    • Plutowski, M. E. P. (1995). Using active exemplar selection to digest a large database of cell images for breast cancer detection. Manuscript to be presented at the AAAI Fall Symposium on Active Learning.
    • (1995) AAAI Fall Symposium on Active Learning
    • Plutowski, M.E.P.1
  • 22
    • 33745629989 scopus 로고
    • Learning mackey-Glass from 25 examples, plus or minus 2
    • C. L. Giles, S. J. Hanson, & J. D. Cowan (Eds.), San Mateo, CA: Morgan Kaufmann
    • Plutowski, M. E. P., Cottrell, G., & White, H. (1993). Learning Mackey-Glass from 25 examples, plus or minus 2. In C. L. Giles, S. J. Hanson, & J. D. Cowan (Eds.), Advances in neural information processing systems 5. San Mateo, CA: Morgan Kaufmann.
    • (1993) Advances in Neural Information Processing Systems 5
    • Plutowski, M.E.P.1    Cottrell, G.2    White, H.3
  • 23
    • 0004399787 scopus 로고
    • Cross-validation estimates IMSE
    • C. L. Giles, S. J. Hanson, & J. D. Cowan (Eds.), San Mateo, CA: Morgan Kaufmann
    • Plutowski, M. E. P., Sakata, S., & White, H. (1994). Cross-validation estimates IMSE. In C. L. Giles, S. J. Hanson, & J. D. Cowan (Eds.), Advances in neural information processing systems 6. San Mateo, CA: Morgan Kaufmann.
    • (1994) Advances in Neural Information Processing Systems 6
    • Plutowski, M.E.P.1    Sakata, S.2    White, H.3
  • 25
    • 85030192673 scopus 로고
    • The dynamic pattern selection algorithm: Effective training and controlled generalization of backpropagation neural networks
    • Technical Report 93/23, Department of Computer Science, Technical University of Berlin subsets of this Report will also appear
    • Röebel, A. (1993). The dynamic pattern selection algorithm: effective training and controlled generalization of backpropagation neural networks. Technical Report 93/23, Department of Computer Science, Technical University of Berlin (subsets of this Report will also appear in the Proceedings of the International Conference on Neural Networks, 1994).
    • (1993) The Proceedings of the International Conference on Neural Networks
    • Röebel, A.1
  • 27
    • 0000782519 scopus 로고
    • Query construction, entropy, and generalization in neural network models
    • in press
    • Sollich. P. (1994). Query construction, entropy, and generalization in neural network models. Physical Review E. (in press).
    • (1994) Physical Review E.
    • Sollich, P.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.