메뉴 건너뛰기




Volumn 36, Issue 6, 2006, Pages 1319-1331

CATSMLP: Toward a robust and interpretable multilayer perceptron with sigmoid activation functions

Author keywords

Cascaded multilayer perceptron (MLP); Fuzzy systems; Robustness analysis; Syllogistic fuzzy inference; Universal approximation

Indexed keywords

APPROXIMATION THEORY; CASCADE CONTROL SYSTEMS; FUZZY INFERENCE; FUZZY NEURAL NETWORKS; FUZZY SYSTEMS; MATHEMATICAL MODELS; ROBUSTNESS (CONTROL SYSTEMS);

EID: 33947110575     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2006.875871     Document Type: Article
Times cited : (20)

References (32)
  • 2
    • 0026903711 scopus 로고
    • Nuclear power plant performance study by using neural networks
    • Aug
    • Z. Gao and R. E. Uhrig, "Nuclear power plant performance study by using neural networks," IEEE Trans. Nucl. Sci., vol. 39, no. 4, pp. 915-918, Aug. 1992.
    • (1992) IEEE Trans. Nucl. Sci , vol.39 , Issue.4 , pp. 915-918
    • Gao, Z.1    Uhrig, R.E.2
  • 3
    • 0029410181 scopus 로고
    • The effects of quantization on multilayer neural networks
    • Nov
    • G. Dündar and K. Rose, "The effects of quantization on multilayer neural networks," IEEE Trans. Neural Netw., vol. 6, no. 6, pp. 1446-1451, Nov. 1995.
    • (1995) IEEE Trans. Neural Netw , vol.6 , Issue.6 , pp. 1446-1451
    • Dündar, G.1    Rose, K.2
  • 6
    • 0003805588 scopus 로고
    • A fuzzy controller using a neural network and its capability to learn expert's control rules
    • S. Horikawa, T. Furuhashi, S. Okuma, and Y. Uchikawa, "A fuzzy controller using a neural network and its capability to learn expert's control rules," in Proc. IIZUKA, 1990, pp. 103-106.
    • (1990) Proc. IIZUKA , pp. 103-106
    • Horikawa, S.1    Furuhashi, T.2    Okuma, S.3    Uchikawa, Y.4
  • 7
    • 0031233348 scopus 로고    scopus 로고
    • Are artificial neural networks black boxes
    • Sep
    • J. M. Benitez, J. L. Castro, and I. Requena, "Are artificial neural networks black boxes," IEEE Trans. Neural Netw., vol. 8, no. 5, pp. 1156-1164, Sep. 1997.
    • (1997) IEEE Trans. Neural Netw , vol.8 , Issue.5 , pp. 1156-1164
    • Benitez, J.M.1    Castro, J.L.2    Requena, I.3
  • 8
    • 0742303092 scopus 로고    scopus 로고
    • Extended neuro-fuzzy models of multilayer perceptrons
    • Mar
    • D. Zhang, X. Li, and K. Y. Cai, "Extended neuro-fuzzy models of multilayer perceptrons," Fuzzy Sets Syst., vol. 142, no. 2, pp. 221-242, Mar. 2004.
    • (2004) Fuzzy Sets Syst , vol.142 , Issue.2 , pp. 221-242
    • Zhang, D.1    Li, X.2    Cai, K.Y.3
  • 11
    • 0025404853 scopus 로고
    • Sensitivity of feedforward neural networks to weight errors
    • Mar
    • M. Stevenson, R. Winter, and B. Widrow, "Sensitivity of feedforward neural networks to weight errors," IEEE Trans. Neural Netw., vol. 1, no. 1, pp. 71-80, Mar. 1990.
    • (1990) IEEE Trans. Neural Netw , vol.1 , Issue.1 , pp. 71-80
    • Stevenson, M.1    Winter, R.2    Widrow, B.3
  • 12
    • 0026625982 scopus 로고
    • Sensitivity analysis of multilayer perceptron with differentiable activation functions
    • Jan
    • J. Y. Choi and C. H. Choi, "Sensitivity analysis of multilayer perceptron with differentiable activation functions," IEEE Trans. Neural Netw., vol. 3, no. 1, pp. 101-107, Jan. 1992.
    • (1992) IEEE Trans. Neural Netw , vol.3 , Issue.1 , pp. 101-107
    • Choi, J.Y.1    Choi, C.H.2
  • 13
    • 0029267941 scopus 로고
    • The selection of weight accuracies for Madalines
    • Mar
    • S. W. Piché, "The selection of weight accuracies for Madalines," IEEE Trans. Neural Netw., vol. 6, no. 2, pp. 432-445, Mar. 1995.
    • (1995) IEEE Trans. Neural Netw , vol.6 , Issue.2 , pp. 432-445
    • Piché, S.W.1
  • 14
    • 0036129214 scopus 로고    scopus 로고
    • Using function approximation to analyze the sensitivity of MLP with antisymmetric squashing activation function
    • Jan
    • D. S. Yeung and X. Q. Sun, "Using function approximation to analyze the sensitivity of MLP with antisymmetric squashing activation function," IEEE Trans. Neural Netw., vol. 13, no. 1, pp. 34-44, Jan. 2002.
    • (2002) IEEE Trans. Neural Netw , vol.13 , Issue.1 , pp. 34-44
    • Yeung, D.S.1    Sun, X.Q.2
  • 16
    • 0033325746 scopus 로고    scopus 로고
    • Initial analysis on sensitivity of multilayer perceptron
    • D. S. Yeung and X. Z. Wang, "Initial analysis on sensitivity of multilayer perceptron," in Proc. IEEE SMC, 1999, vol. 3, pp. 407-411.
    • (1999) Proc. IEEE SMC , vol.3 , pp. 407-411
    • Yeung, D.S.1    Wang, X.Z.2
  • 17
    • 0022270417 scopus 로고
    • Syllogistic reasoning in fuzzy logic and its application to usuality and reasoning with dispositions
    • Nov./Dec
    • L. A. Zadeh, "Syllogistic reasoning in fuzzy logic and its application to usuality and reasoning with dispositions," IEEE Trans. Syst., Man, Cybern., vol. SMC-15, no. 6, pp. 755-763, Nov./Dec. 1985.
    • (1985) IEEE Trans. Syst., Man, Cybern , vol.SMC-15 , Issue.6 , pp. 755-763
    • Zadeh, L.A.1
  • 18
    • 0029214066 scopus 로고
    • A study on the spread of fuzziness in multi-fold multi-stage approximate reasoning: An approximate reasoning using parametrical t-norm
    • Yokohama, Japan, Mar. 20-24
    • H. Madea, H. Yonekura, Y. Nonusada, and S. Murakami, "A study on the spread of fuzziness in multi-fold multi-stage approximate reasoning: An approximate reasoning using parametrical t-norm," in Proc. IEEE Int. Conf. Fuzzy Syst., Yokohama, Japan, Mar. 20-24, 1995, pp. 1455-1460.
    • (1995) Proc. IEEE Int. Conf. Fuzzy Syst , pp. 1455-1460
    • Madea, H.1    Yonekura, H.2    Nonusada, Y.3    Murakami, S.4
  • 19
    • 0001163622 scopus 로고    scopus 로고
    • An investigation on the spread of fuzziness in multi-fold multi-stage approximate reasoning by pictorial representation - Under sup-min composition and triangular type membership function
    • Jun
    • H. Madea, "An investigation on the spread of fuzziness in multi-fold multi-stage approximate reasoning by pictorial representation - Under sup-min composition and triangular type membership function," Fuzzy Sets Syst., vol. 80, no. 2, pp. 133-148, Jun. 1996.
    • (1996) Fuzzy Sets Syst , vol.80 , Issue.2 , pp. 133-148
    • Madea, H.1
  • 20
    • 0029213522 scopus 로고
    • Chaining of fuzzy IF-THEN rules in Mamdani-controllers
    • Yokohama, Japan, Mar. 20-24
    • D. Driankov and H. Hellendoorn, "Chaining of fuzzy IF-THEN rules in Mamdani-controllers," in Proc. IEEE Int. Conf. Fuzzy Syst., Yokohama, Japan, Mar. 20-24, 1995, pp. 103-108.
    • (1995) Proc. IEEE Int. Conf. Fuzzy Syst , pp. 103-108
    • Driankov, D.1    Hellendoorn, H.2
  • 21
    • 0027647032 scopus 로고
    • Multi-stage fuzzy inference formulated as linguistic-truth-value propagation and its learning algorithm based on back-propagation error information
    • Aug
    • K. Uehara and M. Fujise, "Multi-stage fuzzy inference formulated as linguistic-truth-value propagation and its learning algorithm based on back-propagation error information," IEEE Trans. Fuzzy Syst., vol. 1, no. 3, pp. 205-221, Aug. 1993.
    • (1993) IEEE Trans. Fuzzy Syst , vol.1 , Issue.3 , pp. 205-221
    • Uehara, K.1    Fujise, M.2
  • 22
    • 0033721191 scopus 로고    scopus 로고
    • On multistage fuzzy neural network modeling
    • Apr
    • F. L. Chung and J. C. Duan, "On multistage fuzzy neural network modeling," IEEE Trans. Fuzzy Syst., vol. 8, no. 2, pp. 125-142, Apr. 2000.
    • (2000) IEEE Trans. Fuzzy Syst , vol.8 , Issue.2 , pp. 125-142
    • Chung, F.L.1    Duan, J.C.2
  • 23
    • 0035303189 scopus 로고    scopus 로고
    • Cascaded fuzzy neural network model based on syllogistic fuzzy reasoning
    • Apr
    • J. C. Duan and F. L. Chung, "Cascaded fuzzy neural network model based on syllogistic fuzzy reasoning," IEEE Trans. Fuzzy Syst., vol. 9, no. 2, pp. 293-306, Apr. 2001.
    • (2001) IEEE Trans. Fuzzy Syst , vol.9 , Issue.2 , pp. 293-306
    • Duan, J.C.1    Chung, F.L.2
  • 24
    • 10844255600 scopus 로고    scopus 로고
    • Cascaded centralized TSK fuzzy system: Universal approximator and high interpretation
    • S. T. Wang, F. L. Chung, H. B. Shen, and D. W. Hu, "Cascaded centralized TSK fuzzy system: Universal approximator and high interpretation," Appl. Soft Comput., vol. 5, no. 2, pp. 131-145, 2005.
    • (2005) Appl. Soft Comput , vol.5 , Issue.2 , pp. 131-145
    • Wang, S.T.1    Chung, F.L.2    Shen, H.B.3    Hu, D.W.4
  • 25
    • 0032203243 scopus 로고    scopus 로고
    • A transformed input-domain approach to fuzzy modeling
    • Nov
    • E. Kim, M. Park, S. Kim, and M. Park, "A transformed input-domain approach to fuzzy modeling," IEEE Trans. Fuzzy Syst., vol. 6, no. 4, pp. 596-604, Nov. 1998.
    • (1998) IEEE Trans. Fuzzy Syst , vol.6 , Issue.4 , pp. 596-604
    • Kim, E.1    Park, M.2    Kim, S.3    Park, M.4
  • 27
    • 0031208215 scopus 로고    scopus 로고
    • A new approach to fuzzy modeling
    • Aug
    • E. Kim, M. Park, S. Ji, and M. Park, "A new approach to fuzzy modeling," IEEE Trans. Fuzzy Syst., vol. 5, no. 3, pp. 328-329, Aug. 1997.
    • (1997) IEEE Trans. Fuzzy Syst , vol.5 , Issue.3 , pp. 328-329
    • Kim, E.1    Park, M.2    Ji, S.3    Park, M.4
  • 28
    • 0000185305 scopus 로고
    • Successive identification of a fuzzy model and its application to prediction of a complex system
    • Aug
    • M. Sugeno and K. Tanaka, "Successive identification of a fuzzy model and its application to prediction of a complex system," Fuzzy Sets Syst., vol. 42, no. 3, pp. 315-334, Aug. 1991.
    • (1991) Fuzzy Sets Syst , vol.42 , Issue.3 , pp. 315-334
    • Sugeno, M.1    Tanaka, K.2
  • 29
    • 0029406441 scopus 로고
    • Building Sugeno-type models using fuzzy discretization and orthogonal parameter estimation techniques
    • Nov
    • L. Wang and R. Langari, "Building Sugeno-type models using fuzzy discretization and orthogonal parameter estimation techniques," IEEE Trans. Fuzzy Syst., vol. 3, no. 4, pp. 454-458, Nov. 1995.
    • (1995) IEEE Trans. Fuzzy Syst , vol.3 , Issue.4 , pp. 454-458
    • Wang, L.1    Langari, R.2
  • 31
    • 0037331913 scopus 로고    scopus 로고
    • Fuzzy neural network with relational fuzzy rules
    • Feb
    • A. E. Gaweda and J. M. Zurada, "Fuzzy neural network with relational fuzzy rules," IEEE Trans. Fuzzy Syst., vol. 11, no. 1, pp. 121-134, Feb. 2003.
    • (2003) IEEE Trans. Fuzzy Syst , vol.11 , Issue.1 , pp. 121-134
    • Gaweda, A.E.1    Zurada, J.M.2
  • 32
    • 23944494572 scopus 로고    scopus 로고
    • The prediction of wafer surface non-uniformity using FEM and ANFIS in the chemical mechanical polishing process
    • Sep
    • S. P. Lo and Y. Y. Lin, "The prediction of wafer surface non-uniformity using FEM and ANFIS in the chemical mechanical polishing process," J. Mater. Process. Technol., vol. 168, no. 2, pp. 250-257, Sep. 2005.
    • (2005) J. Mater. Process. Technol , vol.168 , Issue.2 , pp. 250-257
    • Lo, S.P.1    Lin, Y.Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.