메뉴 건너뛰기




Volumn 19, Issue 2, 2005, Pages 216-225

Study on the overfitting of the artificial neural network forecasting model

Author keywords

Artificial neural network; Establishment of forecasting model; Generalization capability; Overfitting

Indexed keywords

ARTIFICIAL NEURAL NETWORK; WEATHER FORECASTING;

EID: 24144451806     PISSN: 08940525     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (50)

References (17)
  • 1
    • 0000036872 scopus 로고    scopus 로고
    • How initial conditions affect generalization performance in large networks
    • Atiya, A., and C. Ji, 1997: How initial conditions affect generalization performance in large networks. IEEE Trans on Neural Network, 8 (2), 448-451.
    • (1997) IEEE Trans. on Neural Network , vol.8 , Issue.2 , pp. 448-451
    • Atiya, A.1    Ji, C.2
  • 2
    • 0036601759 scopus 로고    scopus 로고
    • Forecasting warm-season burn-off low clouds at San Francisco international airport using linear regression and a neural network
    • Dean, Andrew R., and Bran H. Fielder, 2002: Forecasting warm-season burn-off low clouds at San Francisco international airport using linear regression and a neural network. J. Appl. Meteor., 41(6), 629-639.
    • (2002) J. Appl. Meteor. , vol.41 , Issue.6 , pp. 629-639
    • Dean, A.R.1    Fielder, B.H.2
  • 3
    • 33645586994 scopus 로고    scopus 로고
    • Study on the convergence of EOF-expanded meteorological fields
    • (in Chinese)
    • Ding Yuguo, 1998: Study on the convergence of EOF-expanded meteorological fields. J. Tropical Meteor., 4(4), 316-325. (in Chinese)
    • (1998) J. Tropical Meteor. , vol.4 , Issue.4 , pp. 316-325
    • Ding, Y.1
  • 4
    • 33645605822 scopus 로고    scopus 로고
    • Methods of designing neural network structure
    • (in Chinese)
    • Fang Jian and Xi Yugeng, 1996: Methods of designing neural network structure. J. Information and Control, 25(3), 156-164. (in Chinese)
    • (1996) J. Information and Control , vol.25 , Issue.3 , pp. 156-164
    • Fang, J.1    Xi, Y.2
  • 5
    • 0035877455 scopus 로고    scopus 로고
    • Nonlinear canonical correlation analysis of tropic Pacific climate variability using neural network approach
    • Hsieh, William W., 2001: Nonlinear canonical correlation analysis of tropic Pacific climate variability using neural network approach. J. Climate, 14(12), 2528-2539.
    • (2001) J. Climate , vol.14 , Issue.12 , pp. 2528-2539
    • Hsieh, W.W.1
  • 6
    • 33645604435 scopus 로고    scopus 로고
    • The Study on applying neural network models to prediction of summer precipitation in Hubei Province
    • (in Chinese)
    • Hu Jianglin, Zhang Liping, and Yu Rucong, 2001: The Study on applying neural network models to prediction of summer precipitation in Hubei Province. Acta Meteorologica Sinica, 59(6),776-783. (in Chinese)
    • (2001) Acta Meteorologica Sinica , vol.59 , Issue.6 , pp. 776-783
    • Hu, J.1    Zhang, L.2    Yu, R.3
  • 7
    • 0037583544 scopus 로고    scopus 로고
    • Systematic analysis of BP network generalization capability
    • (in Chinese)
    • Jiang Xuejun and Tang Huanwen, 2000: Systematic analysis of BP network generalization capability, J. Theory and Practice of Systems Engineering, 20(8), 36-40. (in Chinese)
    • (2000) J. Theory and Practice of Systems Engineering , vol.20 , Issue.8 , pp. 36-40
    • Jiang, X.1    Tang, H.2
  • 8
    • 0346044616 scopus 로고    scopus 로고
    • Study on an ANN-based multi-step prediction model of short-term climatic variation
    • Jin Long, Ju Weimin, and Miao Qilong, 2000a: Study on an ANN-based multi-step prediction model of short-term climatic variation. Adv. Atmos. Sci., 17(1), 157-164.
    • (2000) Adv. Atmos. Sci. , vol.17 , Issue.1 , pp. 157-164
    • Jin, L.1    Ju, W.2    Miao, Q.3
  • 9
    • 33645605411 scopus 로고    scopus 로고
    • Comprehension analysis on qualitative and quantitative model of long-term forecasting
    • (in Chinese)
    • Jin Long, Miao Chunsheng, Chen Ning, et al., 2000b: Comprehension analysis on qualitative and quantitative model of long-term forecasting, Acta Meteorologica Sinica, 58(4), 479-484. (in Chinese)
    • (2000) Acta Meteorologica Sinica , vol.58 , Issue.4 , pp. 479-484
    • Jin, L.1    Miao, C.2    Chen, N.3
  • 11
    • 0032217633 scopus 로고    scopus 로고
    • Some practical approaches to improvement of the extending applications of backward propagation neural network
    • (in Chinese)
    • Peng Hanchuan, Gan Qiang, and Wei Yu, 1998: Some practical approaches to improvement of the extending applications of backward propagation neural network. J. Electronics, 26(4), 116-119. (in Chinese)
    • (1998) J. Electronics , vol.26 , Issue.4 , pp. 116-119
    • Peng, H.1    Gan, Q.2    Wei, Y.3
  • 12
    • 0034151613 scopus 로고    scopus 로고
    • Secònd-order learning algorithm with squared penalty term
    • Saito, K., and R. Nakano, 2000: Secònd-order learning algorithm with squared penalty term. J. Neural Computation, 12(3), 709-729.
    • (2000) J. Neural Computation , vol.12 , Issue.3 , pp. 709-729
    • Saito, K.1    Nakano, R.2
  • 13
    • 0001205879 scopus 로고
    • Measuring the VC-dimension of the learning machine
    • Vapnik, V., E. Levin, and Y. Lecun, 1994: Measuring the VC-dimension of the learning machine. Neural Computation, 6, 851-876.
    • (1994) Neural Computation , vol.6 , pp. 851-876
    • Vapnik, V.1    Levin, E.2    Lecun, Y.3
  • 14
    • 33645601625 scopus 로고    scopus 로고
    • Model Construction Using Neural Network
    • Harbin Univ. Industry Press, (in Chinese)
    • Wang Kejun and Wang Kecheng, 1996: Model Construction Using Neural Network. J. Prediction and Control, Harbin Univ. Industry Press, 90-101. (in Chinese)
    • (1996) J. Prediction and Control , pp. 90-101
    • Wang, K.1    Wang, K.2
  • 15
    • 0036952083 scopus 로고    scopus 로고
    • A new regularization learning method for improving generalization capability of neural network
    • Shanghai, China
    • Wu Yan and Zhang Liming, 2002: A new regularization learning method for improving generalization capability of neural network. Proceedings of the 4th World Congress on Intelligent Control and Automation, Shanghai, China, 3, 2011-2015.
    • (2002) Proceedings of the 4th World Congress on Intelligent Control and Automation , vol.3 , pp. 2011-2015
    • Wu, Y.1    Zhang, L.2
  • 17
    • 33645603631 scopus 로고
    • An EOF iteration scheme for summer rainfall of China in terms of previous atmospheric circulation pattern
    • Zhang Banglin, Chou Jifan and Sun Zhaobo, 1991: An EOF iteration scheme for summer rainfall of China in terms of previous atmospheric circulation pattern. Chinese Science Bulletin, 36 (23), 1797-1798.
    • (1991) Chinese Science Bulletin , vol.36 , Issue.23 , pp. 1797-1798
    • Zhang, B.1    Chou, J.2    Sun, Z.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.