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Volumn 16, Issue 3, 2005, Pages 541-556

Efficient training algorithms for a class of shunting inhibitory convolutional neural networks

Author keywords

Convolutional neural network (CoNN); First and second order training methods; Shunting inhibitory neuron

Indexed keywords

ADAPTIVE ALGORITHMS; COMPUTATIONAL METHODS; CONVOLUTION; FACE RECOGNITION; FEATURE EXTRACTION; FUNCTIONS; LEAST SQUARES APPROXIMATIONS; OPTIMIZATION; VECTORS;

EID: 19344373705     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2005.845144     Document Type: Article
Times cited : (58)

References (45)
  • 1
    • 0016758101 scopus 로고
    • "Cognitron: A self organizing multilayered neural network"
    • K. Fukushima, "Cognitron: A self organizing multilayered neural network," Biol. Cybern., pp. 121-136, 1975.
    • (1975) Biol. Cybern. , pp. 121-136
    • Fukushima, K.1
  • 3
    • 0004084748 scopus 로고
    • "The neocognitron as a system for handwritten character recognition limitations and improvements"
    • Ph.D. dissertation, Dept. Elect. Comput. Eng., Univ. Queensland, Australia
    • D. R. Lovell, "The neocognitron as a system for handwritten character recognition limitations and improvements," Ph.D. dissertation, Dept. Elect. Comput. Eng., Univ. Queensland, Australia, 1994.
    • (1994)
    • Lovell, D.R.1
  • 4
    • 0030737097 scopus 로고    scopus 로고
    • "Face recognition: A convolutional neural network approach"
    • Jan
    • S. Lawrence, C. L. Giles, A. C. Tsoi, and A. D. Back, "Face recognition: A convolutional neural network approach," IEEE Trans. Neural Netw., vol. 8, no. 1, pp. 98-113, Jan. 1997.
    • (1997) IEEE Trans. Neural Netw. , vol.8 , Issue.1 , pp. 98-113
    • Lawrence, S.1    Giles, C.L.2    Tsoi, A.C.3    Back, A.D.4
  • 5
    • 33751557277 scopus 로고    scopus 로고
    • "Robust face analysis using convolutional neural networks"
    • B. Fasel, "Robust face analysis using convolutional neural networks," in Proc. 16th Int. Conf. Pattern Recognition, vol. 2, 2002, pp. 11-15.
    • (2002) Proc. 16th Int. Conf. Pattern Recognition , vol.2 , pp. 11-15
    • Fasel, B.1
  • 7
    • 0020970740 scopus 로고
    • "Neocognitron: A neural network model for a mechanism of visual pattern recognition"
    • K. Fukushima, S. Miyake, and T. Ito, "Neocognitron: A neural network model for a mechanism of visual pattern recognition," IEEE Trans. Syst., Man, Cybern., vol. SMC-13, no. 5, pp. 826-834, 1983.
    • (1983) IEEE Trans. Syst., Man, Cybern. , vol.SMC-13 , Issue.5 , pp. 826-834
    • Fukushima, K.1    Miyake, S.2    Ito, T.3
  • 8
    • 0032203257 scopus 로고    scopus 로고
    • "Gradient-based learning applied to document recognition"
    • Nov
    • Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner, "Gradient-based learning applied to document recognition," Proc. IEEE, vol. 86, no. 11, pp. 2278-2324, Nov. 1998.
    • (1998) Proc. IEEE , vol.86 , Issue.11 , pp. 2278-2324
    • LeCun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 9
    • 0141633968 scopus 로고    scopus 로고
    • "A new class of convolutional neural network (siconnets) and their application to face detection"
    • F. Tivive and A. Bouzerdoum, "A new class of convolutional neural network (siconnets) and their application to face detection," in Proc. Int. Joint Conf. Neural Networks, vol. 3, 2003, pp. 2157-2162.
    • (2003) Proc. Int. Joint Conf. Neural Networks , vol.3 , pp. 2157-2162
    • Tivive, F.1    Bouzerdoum, A.2
  • 11
    • 0021963803 scopus 로고
    • "Adaptation of spatial modulation transfer function via nonlinear lateral inhibition"
    • R. B. Pinter, "Adaptation of spatial modulation transfer function via nonlinear lateral inhibition," Biol. Cybern., 51, pp. 285-291, 1985.
    • (1985) Biol. Cybern. , vol.51 , pp. 285-291
    • Pinter, R.B.1
  • 12
    • 0021683395 scopus 로고
    • "Adaptation of receptive field organization by multiplicative lateral inhibition"
    • R. B. Pinter, "Adaptation of receptive field organization by multiplicative lateral inhibition," J. Theor. Biol., vol. 110, pp. 435-444, 1984.
    • (1984) J. Theor. Biol. , vol.110 , pp. 435-444
    • Pinter, R.B.1
  • 13
    • 0000649123 scopus 로고
    • "The elementary movement detection mechanism in insect vision"
    • A. Bouzerdoum, "The elementary movement detection mechanism in insect vision," Phil. Tram. R. Soc. Lond, vol. B-339, pp. 375-384, 1993.
    • (1993) Phil. Tram. R. Soc. Lond. , vol.B-339 , pp. 375-384
    • Bouzerdoum, A.1
  • 14
    • 0009413625 scopus 로고
    • "Nonlinear lateral inhibition applied to motion detection in the fly visual system"
    • R. B. Pinter and B. Nabet, Eds. Boca Raton, FL: CRC
    • A. Bouzerdoum and R. B. Pinter, "Nonlinear lateral inhibition applied to motion detection in the fly visual system," in Nonlinear Vision, R. B. Pinter and B. Nabet, Eds. Boca Raton, FL: CRC, 1992, pp. 423-450.
    • (1992) Nonlinear Vision , pp. 423-450
    • Bouzerdoum, A.1    Pinter, R.B.2
  • 15
    • 0027568891 scopus 로고
    • "Shunting inhibitory cellular neural networks: Derivation and stability analysis"
    • Mar
    • A. Bouzerdoum and R. B. Pinter, "Shunting inhibitory cellular neural networks: Derivation and stability analysis," IEEE Trans. Circuits Syst. I, Fundam. Theory Appl., vol. 40, no. 3, pp. 215-221, Mar. 1993.
    • (1993) IEEE Trans. Circuits Syst. I, Fundam. Theory Appl. , vol.40 , Issue.3 , pp. 215-221
    • Bouzerdoum, A.1    Pinter, R.B.2
  • 16
    • 0038294101 scopus 로고    scopus 로고
    • "A new class of high-order neural networks with nonlinear decision boundaries"
    • Perth, Australia
    • A. Bouzerdoum, "A new class of high-order neural networks with nonlinear decision boundaries," in Proc. 6th Int. Conf. Neural Information Processing, vol. 3, Perth, Australia, 1999, pp. 1004-1009.
    • (1999) Proc. 6th Int. Conf. Neural Information Processing , vol.3 , pp. 1004-1009
    • Bouzerdoum, A.1
  • 17
    • 0033714974 scopus 로고    scopus 로고
    • "Classification and function approximation using feed-forward shunting inhibitory artificial neural networks"
    • A. Bouzerdoum, "Classification and function approximation using feed-forward shunting inhibitory artificial neural networks," in Proc. Int. Joint Conf. Neural Networks, 2000, pp. 613-618.
    • (2000) Proc. Int. Joint Conf. Neural Networks , pp. 613-618
    • Bouzerdoum, A.1
  • 18
    • 0038721679 scopus 로고    scopus 로고
    • "A generalized feedforward neural network architecture for classification and regression"
    • G. Arulampalam and A. Bouzerdoum, "A generalized feedforward neural network architecture for classification and regression," Neural Netw., vol. 16, pp. 561-568, 2003.
    • (2003) Neural Netw. , vol.16 , pp. 561-568
    • Arulampalam, G.1    Bouzerdoum, A.2
  • 20
    • 0036088073 scopus 로고    scopus 로고
    • "Expanding the structure of shunting inhibitory artificial neural network classifiers"
    • G. Arulampalam and A. Bouzerdoum, "Expanding the structure of shunting inhibitory artificial neural network classifiers," in Proc. Int. Joint Conf. Neural Networks, vol. 3, 2002, pp. 2855-2860.
    • (2002) Proc. Int. Joint Conf. Neural Networks , vol.3 , pp. 2855-2860
    • Arulampalam, G.1    Bouzerdoum, A.2
  • 21
    • 12844289054 scopus 로고    scopus 로고
    • "A neural architecture for fast and robust face detection"
    • Quebec, Canada
    • C. Garcia and M. Delakis, "A neural architecture for fast and robust face detection," in Proc. 16th Int. Conf. Pattern Recognition (ICPR'02), vol. 2, Quebec, Canada, 2002, pp. 20044-20048.
    • (2002) Proc. 16th Int. Conf. Pattern Recognition (ICPR'02) , vol.2 , pp. 20044-20048
    • Garcia, C.1    Delakis, M.2
  • 22
    • 0032123630 scopus 로고    scopus 로고
    • "Evaluation of convolutional neural network for visual recognition"
    • Jul
    • C. Neubauer, "Evaluation of convolutional neural network for visual recognition," IEEE Trans. Neural Netw., vol. 9, no. 4, pp. 685-696, Jul. 1998.
    • (1998) IEEE Trans. Neural Netw. , vol.9 , Issue.4 , pp. 685-696
    • Neubauer, C.1
  • 23
    • 0000646059 scopus 로고
    • "Learning internal representations by error propagation"
    • D. E. Rumelhart and J. L. McClelland, Eds. Cambridge, MA: MIT Press, Foundations
    • D. E. Rumelhart, G. Hinton, and R. Williams, "Learning internal representations by error propagation," in Parallel Distributed Processing-Explorations in the Microstructure of Cognition, D. E. Rumelhart and J. L. McClelland, Eds. Cambridge, MA: MIT Press, 1986, vol. 1, pp. 318-362. Foundations.
    • (1986) Parallel Distributed Processing-Explorations in the Microstructure of Cognition , vol.1 , pp. 318-362
    • Rumelhart, D.E.1    Hinton, G.2    Williams, R.3
  • 24
    • 0028466750 scopus 로고
    • "Advanced supervised learning in multilayer perceptions - From backpropagation to adaptive learning algorithms"
    • M. Riedmiller, "Advanced supervised learning in multilayer perceptions - From backpropagation to adaptive learning algorithms," Comput. Standards Interfaces, no. 5, pp. 265-278, 1994.
    • (1994) Comput. Standards Interfaces , Issue.5 , pp. 265-278
    • Riedmiller, M.1
  • 25
    • 0003578240 scopus 로고
    • "An empirical study of learning speed in backpropagation networks"
    • Carnegie Mellon Univ., Pittsburgh, PA, Tech. Rep. CMU-CS 88-162
    • S. Fahlman, "An empirical study of learning speed in backpropagation networks," Carnegie Mellon Univ., Pittsburgh, PA, Tech. Rep. CMU-CS 88-162, 1988.
    • (1988)
    • Fahlman, S.1
  • 26
    • 0025593679 scopus 로고
    • "Supersab: Fast adaptive bp with good scaling properties"
    • T. Tollenaere, "Supersab: Fast adaptive bp with good scaling properties," Neural Netw., vol. 3, pp. 561-573, 1990.
    • (1990) Neural Netw. , vol.3 , pp. 561-573
    • Tollenaere, T.1
  • 27
    • 0000615669 scopus 로고
    • "Function minimization by conjugate gradients"
    • R. Fletcher and C. M. Reeves, "Function minimization by conjugate gradients," Comput. J., vol. 7, pp. 149-154, 1964.
    • (1964) Comput. J. , vol.7 , pp. 149-154
    • Fletcher, R.1    Reeves, C.M.2
  • 29
    • 0000135303 scopus 로고
    • "Methods of conjugate gradients for solving linear systems"
    • M. Hestenes and E. Stiefel, "Methods of conjugate gradients for solving linear systems," J. Res. Natl. Bur. Stand., vol. 49, pp. 409-436, 1952.
    • (1952) J. Res. Natl. Bur. Stand. , vol.49 , pp. 409-436
    • Hestenes, M.1    Stiefel, E.2
  • 30
    • 0033266804 scopus 로고    scopus 로고
    • "A nonlinear conjugate gradient method with a strong global convergence property"
    • Y. H. Dai and Y. Yuan, "A nonlinear conjugate gradient method with a strong global convergence property," in SIAM J. Optim., vol. 10, 1999, pp. 177-182.
    • (1999) SIAM J. Optim. , vol.10 , pp. 177-182
    • Dai, Y.H.1    Yuan, Y.2
  • 31
    • 0026253861 scopus 로고
    • "Global convergence result for conjugate gradients methods"
    • Y. F. Hu and C. Storey, "Global convergence result for conjugate gradients methods," J. Optim. Theory Appl., vol. 71, pp. 399-405, 1991.
    • (1991) J. Optim. Theory Appl. , vol.71 , pp. 399-405
    • Hu, Y.F.1    Storey, C.2
  • 32
    • 0002824920 scopus 로고
    • "Global convergence properties of conjugate gradient methods for optimization"
    • J. C. Gilbert and J. Nocedal, "Global convergence properties of conjugate gradient methods for optimization," in SIAM J. Optim., vol. 2, 1992, pp. 21-42.
    • (1992) SIAM J. Optim. , vol.2 , pp. 21-42
    • Gilbert, J.C.1    Nocedal, J.2
  • 33
    • 0035730017 scopus 로고    scopus 로고
    • "An efficient hybrid conjugate gradient method for unconstrained optimization"
    • Y. H. Dai and Y. Yuan, "An efficient hybrid conjugate gradient method for unconstrained optimization," Ann. Oper. Res., no. 103, pp. 33-47, 2001.
    • (2001) Ann. Oper. Res. , Issue.103 , pp. 33-47
    • Dai, Y.H.1    Yuan, Y.2
  • 34
    • 0001219541 scopus 로고
    • "Nonconvex minimization calculations and the conjugate gradient method"
    • Berlin, Germany: Springer-Verlag
    • M. J. D. Powell, "Nonconvex minimization calculations and the conjugate gradient method," in Lecture Notes in Mathematics. Berlin, Germany: Springer-Verlag, 1984, pp. 122-141.
    • (1984) Lecture Notes in Mathematics , pp. 122-141
    • Powell, M.J.D.1
  • 37
    • 0042741610 scopus 로고    scopus 로고
    • "A modified BFGS method and its global convergence in nonconvex minimization"
    • Dept. Appl. Math. Phys., Kyoto Univ., Tech. Rep. 98003
    • D. H. Li and M. Fukushima, "A modified BFGS method and its global convergence in nonconvex minimization," Dept Appl. Math. Phys., Kyoto Univ., Tech. Rep. 98003, 1998.
    • (1998)
    • Li, D.H.1    Fukushima, M.2
  • 38
    • 19344374364 scopus 로고
    • "Modifying BFGS method"
    • Cornell Theory Center, Cornell Univ., Tech. Rep., Jan. 31
    • A. Liao, "Modifying BFGS method," Advance Comput. Res. Inst., Cornell Theory Center, Cornell Univ., Tech. Rep., Jan. 31, 1994.
    • (1994) Advance Comput. Res. Inst.
    • Liao, A.1
  • 39
    • 0028543366 scopus 로고
    • "Training feedforward networks with the marquardt algorithm"
    • Nov
    • M. T. Hagan and M. Menhaj, "Training feedforward networks with the marquardt algorithm," IEEE Trans. Neural Netw., vol. 5, no. 6, pp. 989-993, Nov. 1994.
    • (1994) IEEE Trans. Neural Netw. , vol.5 , Issue.6 , pp. 989-993
    • Hagan, M.T.1    Menhaj, M.2
  • 40
    • 0036738759 scopus 로고    scopus 로고
    • "Two highly efficient second-order algorithms for training feedforward networks"
    • Sep
    • N. Ampazis and S. J. Perantonis, "Two highly efficient second-order algorithms for training feedforward networks," IEEE Trans. Neural Netw., vol. 13, no. 5, pp. 1064-1074, Sep. 2002.
    • (2002) IEEE Trans. Neural Netw. , vol.13 , Issue.5 , pp. 1064-1074
    • Ampazis, N.1    Perantonis, S.J.2
  • 41
    • 0027224761 scopus 로고
    • "A learning algorithm for multilayered neural networks based on linear least squares problems"
    • F. Bärmann and F. Biegler-König, "A learning algorithm for multilayered neural networks based on linear least squares problems," Neural Netw., vol. 6, pp. 127-131, 1993.
    • (1993) Neural Netw. , vol.6 , pp. 127-131
    • Bärmann, F.1    Biegler-König, F.2
  • 42
    • 0031276994 scopus 로고    scopus 로고
    • "Fast training of multilayer perceptions"
    • Nov
    • B. Verma, "Fast training of multilayer perceptions," IEEE Trans. Neural Netw., vol. 8, no. 6, pp. 1314-1321, Nov. 1997.
    • (1997) IEEE Trans. Neural Netw. , vol.8 , Issue.6 , pp. 1314-1321
    • Verma, B.1
  • 43
    • 0039610507 scopus 로고    scopus 로고
    • "Exploring and comparing the best "direct methods" for the efficient training of MLP-networks"
    • Nov
    • M. D. Martino, S. Fanelli, and M. Protasi, "Exploring and comparing the best "direct methods" for the efficient training of MLP-networks," IEEE Trans. Neural Netw., vol. 7, no. 6, pp. 1497-1502, Nov. 1996.
    • (1996) IEEE Trans. Neural Netw. , vol.7 , Issue.6 , pp. 1497-1502
    • Martino, M.D.1    Fanelli, S.2    Protasi, M.3
  • 44
    • 13344275139 scopus 로고    scopus 로고
    • "Skin segmentation using color pixel classification: Analysis and comparison"
    • Jan
    • S. L. Phung, A. Bouzerdoum, and D. Chai, "Skin segmentation using color pixel classification: Analysis and comparison," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 1, pp. 148-154, Jan. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.1 , pp. 148-154
    • Phung, S.L.1    Bouzerdoum, A.2    Chai, D.3
  • 45
    • 0026882084 scopus 로고
    • "Conjugate gradient algorithm for efficient training of artificial neural networks"
    • C. Charalambous, "Conjugate gradient algorithm for efficient training of artificial neural networks," in Proc. Inst. Elect. Eng. G, vol. 139, 1992, pp. 301-310.
    • (1992) Proc. Inst. Elect. Eng. G , vol.139 , pp. 301-310
    • Charalambous, C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.