메뉴 건너뛰기




Volumn 17, Issue 6, 2006, Pages 1349-1361

Evaluation of neural network robust reliability using information-gap theory

Author keywords

Information gap; Neural networks; Robustness; Uncertainty

Indexed keywords

INFORMATION THEORY; MATHEMATICAL MODELS; OPTIMIZATION;

EID: 37849186300     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2006.880363     Document Type: Article
Times cited : (31)

References (25)
  • 5
    • 0032028728 scopus 로고    scopus 로고
    • "The sample complexity of pattern classification with neural networks: The size of the weights is more important than the size of the network"
    • Feb
    • P. L. Bartlett, "The sample complexity of pattern classification with neural networks: The size of the weights is more important than the size of the network," IEEE Trans. Inf. Theory, vol. 44, no. 2, pp. 525-536, Feb. 1998.
    • (1998) IEEE Trans. Inf. Theory , vol.44 , Issue.2 , pp. 525-536
    • Bartlett, P.L.1
  • 8
    • 0000234257 scopus 로고
    • "The evidence framework applied to classification networks"
    • D. J. C. MacKay, "The evidence framework applied to classification networks," Neural Comput., vol. 4, no. 5, pp. 720-736, 1992.
    • (1992) Neural Comput. , vol.4 , Issue.5 , pp. 720-736
    • MacKay, D.J.C.1
  • 9
    • 0035505634 scopus 로고    scopus 로고
    • "Confidence estimation methods for neural networks: A practical comparison"
    • Nov
    • G. Papadopoulos and P. J. Edwards, "Confidence estimation methods for neural networks: A practical comparison," IEEE Trans. Neural Netw., vol. 12, no. 6, pp. 1278-1287, Nov. 2001.
    • (2001) IEEE Trans. Neural Netw. , vol.12 , Issue.6 , pp. 1278-1287
    • Papadopoulos, G.1    Edwards, P.J.2
  • 10
    • 0033242075 scopus 로고    scopus 로고
    • "Point-wise confidence interval estimation by neural networks: A comparative study based on automotive engine calibration"
    • D. Lowe and C. Zapart, "Point-wise confidence interval estimation by neural networks: A comparative study based on automotive engine calibration," Neural Comput. and Appl., vol. 8, pp. 77-85, 1999.
    • (1999) Neural Comput. and Appl. , vol.8 , pp. 77-85
    • Lowe, D.1    Zapart, C.2
  • 11
    • 0036613780 scopus 로고    scopus 로고
    • "Confidence bounds of petrophysical predictions from conventional neural networks"
    • Jun
    • P. M. Wong, A. G. Bruce, and T. D. Gedeon, "Confidence bounds of petrophysical predictions from conventional neural networks," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 6, pp. 1440-1444, Jun. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sens. , vol.40 , Issue.6 , pp. 1440-1444
    • Wong, P.M.1    Bruce, A.G.2    Gedeon, T.D.3
  • 12
    • 0029756425 scopus 로고    scopus 로고
    • "Confidence interval prediction for neural network models"
    • Jan
    • G. Chryssolouris, M. Lee, and A. Ramsey, "Confidence interval prediction for neural network models," IEEE Trans. Neural Netw., vol. 7, no. 1, pp. 229-232, Jan. 1996.
    • (1996) IEEE Trans. Neural Netw. , vol.7 , Issue.1 , pp. 229-232
    • Chryssolouris, G.1    Lee, M.2    Ramsey, A.3
  • 13
    • 0000674495 scopus 로고    scopus 로고
    • "Confidence bounds for neural network representations"
    • R. Shao, E. B. Martin, J. Zhang, and A. J. Morris, "Confidence bounds for neural network representations," Comput. Chem. Eng., vol. 21, pp. S1173-S1178, 1997, Supplement.
    • (1997) Comput. Chem. Eng. , vol.21 , Issue.SUPPL.
    • Shao, R.1    Martin, E.B.2    Zhang, J.3    Morris, A.J.4
  • 14
    • 0033317598 scopus 로고    scopus 로고
    • "Bayesian approach to neural network modeling with input uncertainty"
    • Nov
    • W. A. Wright, "Bayesian approach to neural network modeling with input uncertainty," IEEE Trans. Neural Netw., vol. 10, no. 6, pp. 1261-1270, Nov. 1999.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , Issue.6 , pp. 1261-1270
    • Wright, W.A.1
  • 15
    • 13844298057 scopus 로고    scopus 로고
    • "Uncertainty of data, fuzzy membership functions, and multilayer perceptrons"
    • Jan
    • W. Duch, "Uncertainty of data, fuzzy membership functions, and multilayer perceptrons," IEEE Trans. Neural Netw., vol. 16, no. 1, pp. 10-23, Jan. 2005.
    • (2005) IEEE Trans. Neural Netw. , vol.16 , Issue.1 , pp. 10-23
    • Duch, W.1
  • 17
    • 0004293209 scopus 로고
    • Englewood Cliffs, NJ: Prentice Hall
    • R. M. Moore, Interval Analysis. Englewood Cliffs, NJ: Prentice Hall, 1966.
    • (1966) Interval Analysis
    • Moore, R.M.1
  • 18
    • 37949036825 scopus 로고    scopus 로고
    • "Information-gap robustness of a neural network regression model"
    • presented at the Dearborn, MI, Jan. 26-29 paper 292
    • S. G. Pierce, K. Worden, and G. Manson, "Information-gap robustness of a neural network regression model," presented at the Int. Modal Analysis Conf. (IMAC XXII), Dearborn, MI, Jan. 26-29, 2004, paper 292.
    • (2004) Int. Modal Analysis Conf. (IMAC XXII)
    • Pierce, S.G.1    Worden, K.2    Manson, G.3
  • 19
    • 33644937846 scopus 로고    scopus 로고
    • "Anovel information-gap technique to assess reliability of neural network based damage detection"
    • S. G. Pierce, K. Worden, and G. Manson, "Anovel information-gap technique to assess reliability of neural network based damage detection," J. Sound Vib., vol. 293, no. 1-2, pp. 96-111, 2006.
    • (2006) J. Sound Vib. , vol.293 , Issue.1-2 , pp. 96-111
    • Pierce, S.G.1    Worden, K.2    Manson, G.3
  • 20
    • 0037247230 scopus 로고    scopus 로고
    • "Experimental validation of a structural health monitoring methodology. Part III. Damage location on an aircraft wing"
    • G. Manson, K. Worden, and D. Allman, "Experimental validation of a structural health monitoring methodology. Part III. Damage location on an aircraft wing," J. Sound Vib., vol. 259, no. 2, pp. 365-385, 2003.
    • (2003) J. Sound Vib. , vol.259 , Issue.2 , pp. 365-385
    • Manson, G.1    Worden, K.2    Allman, D.3
  • 22
    • 0026860799 scopus 로고
    • "Robust linear programming discrimination of two linearly inseparable sets"
    • K. P. Bennett and O. L. Mangasarian, "Robust linear programming discrimination of two linearly inseparable sets," Opt. Methods Software, vol. 1, pp. 23-34, 1992.
    • (1992) Opt. Methods Software , vol.1 , pp. 23-34
    • Bennett, K.P.1    Mangasarian, O.L.2
  • 23
    • 0025651706 scopus 로고
    • "Multisurface method of pattern separation for medical diagnosis applied to breast cytology"
    • W. H. Wolberg and O. L. Mangasarian, "Multisurface method of pattern separation for medical diagnosis applied to breast cytology," Proc. Nat. Acad. Sci. USA, vol. 87, pp. 9193-9196, 1990.
    • (1990) Proc. Nat. Acad. Sci. USA , vol.87 , pp. 9193-9196
    • Wolberg, W.H.1    Mangasarian, O.L.2
  • 24
    • 34250666040 scopus 로고    scopus 로고
    • Univ. California Irvine, [Online]. Available:
    • Univ. California Irvine, Machine Learning Repository [Online]. Available: http://www.ics.uci.edu/~mlearn/MLRepository.html
    • Machine Learning Repository


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.