메뉴 건너뛰기




Volumn 20, Issue 8, 2009, Pages 1281-1292

BAM learning of nonlinearly separable tasks by using an asymmetrical output function and reinforcement learning

Author keywords

Bidirectional associative memory (BAM); Chaos control; Cusp catastrophe; Hybrid model; Nonlinearly separable tasks; Prior knowledge; Reinforcement learning

Indexed keywords

BIDIRECTIONAL ASSOCIATIVE MEMORY (BAM); CHAOS CONTROL; CUSP CATASTROPHE; HYBRID MODEL; NONLINEARLY SEPARABLE TASKS; PRIOR KNOWLEDGE;

EID: 68949202853     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2009.2023120     Document Type: Article
Times cited : (21)

References (44)
  • 1
    • 0023861743 scopus 로고
    • Bidirectional associative memories
    • Jan./Feb
    • B. Kosko, "Bidirectional associative memories," IEEE Trans. Syst. Man Cybern., vol. SMC-18, no. 1, pp. 49-60, Jan./Feb. 1988.
    • (1988) IEEE Trans. Syst. Man Cybern , vol.SMC-18 , Issue.1 , pp. 49-60
    • Kosko, B.1
  • 2
    • 0025399643 scopus 로고    scopus 로고
    • Y. F.Wang, J. B. Cruz, Jr., and J. H. Mulligan, Jr., Two coding strategies for bidirectional associative memory, IEEE Trans. Neural Netw., 1, no. 1, pp. 81-92, Mar. 1990.
    • Y. F.Wang, J. B. Cruz, Jr., and J. H. Mulligan, Jr., "Two coding strategies for bidirectional associative memory," IEEE Trans. Neural Netw., vol. 1, no. 1, pp. 81-92, Mar. 1990.
  • 3
    • 0030261114 scopus 로고    scopus 로고
    • A bidirectional associative memory based on optimal linear associative memory
    • Oct
    • Z. Wang, "A bidirectional associative memory based on optimal linear associative memory," IEEE Trans. Comput., vol. 45, no. 10, pp. 1171-1179, Oct. 1996.
    • (1996) IEEE Trans. Comput , vol.45 , Issue.10 , pp. 1171-1179
    • Wang, Z.1
  • 4
    • 15344344549 scopus 로고    scopus 로고
    • D. Shen and J. B. Cruz, Jr., Encoding strategy for maximum noise tolerance bidirectional associative memory, IEEE Trans. Neural Netw., 16, no. 2, pp. 293-300, Mar. 2005.
    • D. Shen and J. B. Cruz, Jr., "Encoding strategy for maximum noise tolerance bidirectional associative memory," IEEE Trans. Neural Netw., vol. 16, no. 2, pp. 293-300, Mar. 2005.
  • 5
    • 23044498618 scopus 로고    scopus 로고
    • Sensitivity to noise in bidirectional associative memory (BAM)
    • Jul
    • S. Du, Z. Chen, Z. Yuan, and X. Zhang, "Sensitivity to noise in bidirectional associative memory (BAM)," IEEE Trans. Neural Netw. vol. 16, no. 4, pp. 887-898, Jul. 2005.
    • (2005) IEEE Trans. Neural Netw , vol.16 , Issue.4 , pp. 887-898
    • Du, S.1    Chen, Z.2    Yuan, Z.3    Zhang, X.4
  • 6
    • 0028424316 scopus 로고
    • Optimum learning for bidirectional associative memory in the sense of capacity
    • May
    • C.-S. Leung, "Optimum learning for bidirectional associative memory in the sense of capacity," IEEE Trans. Syst. Man Cybern., vol. 24, no. 5, pp. 791-795, May 1994.
    • (1994) IEEE Trans. Syst. Man Cybern , vol.24 , Issue.5 , pp. 791-795
    • Leung, C.-S.1
  • 7
    • 0026953304 scopus 로고
    • Weighted learning of bidirectional associative memories by global minimization
    • Nov
    • T.Wang, X. Zhuang, and X. Xing, "Weighted learning of bidirectional associative memories by global minimization," IEEE Trans. Neural Netw., vol. 3, no. 6, pp. 1010-1018, Nov. 1992.
    • (1992) IEEE Trans. Neural Netw , vol.3 , Issue.6 , pp. 1010-1018
    • Wang, T.1    Zhuang, X.2    Xing, X.3
  • 8
    • 0027137010 scopus 로고
    • Better learning for bidirectional associative memory
    • X. Zhuang, Y. Huang, and S. Chen, "Better learning for bidirectional associative memory," Neural Netw., vol. 6, pp. 1131-1146, 1993.
    • (1993) Neural Netw , vol.6 , pp. 1131-1146
    • Zhuang, X.1    Huang, Y.2    Chen, S.3
  • 9
    • 19344376870 scopus 로고    scopus 로고
    • Global asymptotic stability analysis of bidirectional associative memory neural networks with time delays
    • May
    • S. Arik, "Global asymptotic stability analysis of bidirectional associative memory neural networks with time delays," IEEE Trans. Neural Netw., vol. 16, no. 3, pp. 580-586, May 2005.
    • (2005) IEEE Trans. Neural Netw , vol.16 , Issue.3 , pp. 580-586
    • Arik, S.1
  • 10
    • 3042609871 scopus 로고    scopus 로고
    • Capacity of stable periodic solutions in discretetime bidirectional associative memory neural networks
    • Jun
    • L.Wang and Z. Zou, "Capacity of stable periodic solutions in discretetime bidirectional associative memory neural networks," IEEE Trans. Circuits Syst. II, Exp. Briefs, vol. 51, no. 6, pp. 315-319, Jun. 2004.
    • (2004) IEEE Trans. Circuits Syst. II, Exp. Briefs , vol.51 , Issue.6 , pp. 315-319
    • Wang, L.1    Zou, Z.2
  • 11
    • 40749087284 scopus 로고    scopus 로고
    • Existence and globally exponential stability of equilibrium for BAM neural networks with impulses
    • Y. Xia, Z. Huang, and M. Han, "Existence and globally exponential stability of equilibrium for BAM neural networks with impulses," Chaos Solitons Fractals, vol. 37, pp. 588-597, 2008.
    • (2008) Chaos Solitons Fractals , vol.37 , pp. 588-597
    • Xia, Y.1    Huang, Z.2    Han, M.3
  • 12
    • 38649094006 scopus 로고    scopus 로고
    • Existence and globally exponential stability of periodic solution of BAM neural networks with impulses and recent-history distributed delays
    • H. Gu, H. Jiang, and Z. Teng, "Existence and globally exponential stability of periodic solution of BAM neural networks with impulses and recent-history distributed delays," Neurocomputing, vol. 71, pp. 813-822, 2008.
    • (2008) Neurocomputing , vol.71 , pp. 813-822
    • Gu, H.1    Jiang, H.2    Teng, Z.3
  • 14
    • 0034228513 scopus 로고    scopus 로고
    • A feedforward bidirectional associative memory
    • Jul
    • Y. Wu and D. A. Pados, "A feedforward bidirectional associative memory," IEEE Trans. Neural Netw., vol. 11, no. 4, pp. 859-866, Jul. 2000.
    • (2000) IEEE Trans. Neural Netw , vol.11 , Issue.4 , pp. 859-866
    • Wu, Y.1    Pados, D.A.2
  • 15
    • 0037089762 scopus 로고    scopus 로고
    • Generalized asymmetrical bidirectional associative memory for multiple association
    • T. Eom, C. Choi, and J. Lee, "Generalized asymmetrical bidirectional associative memory for multiple association," Appl. Math. Comput. vol. 127, pp. 221-233, 2002.
    • (2002) Appl. Math. Comput , vol.127 , pp. 221-233
    • Eom, T.1    Choi, C.2    Lee, J.3
  • 16
    • 0032140989 scopus 로고    scopus 로고
    • A general model for bidirectional associative memories
    • Aug
    • H. Shi, Y. Zhao, and X. Zhuang, "A general model for bidirectional associative memories," IEEE Trans. Syst. Man Cybern. B, Cybern., vol. 28, no. 4, pp. 511-519, Aug. 1998.
    • (1998) IEEE Trans. Syst. Man Cybern. B, Cybern , vol.28 , Issue.4 , pp. 511-519
    • Shi, H.1    Zhao, Y.2    Zhuang, X.3
  • 17
    • 33644920648 scopus 로고    scopus 로고
    • A bidirectional heteroassociative memory for binary and grey-level patterns
    • Mar
    • S. Chartier and M. Boukadoum, "A bidirectional heteroassociative memory for binary and grey-level patterns," IEEE Trans. Neural Netw., vol. 17, no. 2, pp. 385-396, Mar. 2006.
    • (2006) IEEE Trans. Neural Netw , vol.17 , Issue.2 , pp. 385-396
    • Chartier, S.1    Boukadoum, M.2
  • 18
    • 33144473393 scopus 로고    scopus 로고
    • A sequential dynamic heteroassociative memory for multistep pattern recognition and one-to-many association
    • Jan
    • S. Chartier and M. Boukadoum, "A sequential dynamic heteroassociative memory for multistep pattern recognition and one-to-many association," IEEE Trans. Neural Netw., vol. 17, no. 1, pp. 59-68, Jan. 2006.
    • (2006) IEEE Trans. Neural Netw , vol.17 , Issue.1 , pp. 59-68
    • Chartier, S.1    Boukadoum, M.2
  • 19
    • 44949197540 scopus 로고    scopus 로고
    • A nonlinear dynamic artificial neural network model of memory
    • S. Chartier, P. Renaud, and M. Boukadoum, "A nonlinear dynamic artificial neural network model of memory," New Ideas Psychol., vol. 26, pp. 252-277, 2008.
    • (2008) New Ideas Psychol , vol.26 , pp. 252-277
    • Chartier, S.1    Renaud, P.2    Boukadoum, M.3
  • 21
    • 68249154000 scopus 로고    scopus 로고
    • Creating perceptual features using a BAM-inspired architecture
    • D. S. McNamara and J. G. Trafton, Eds, Austin, TX
    • G. Giguère, S. Chartier, R. Proulx, and J.-M. Lina, "Creating perceptual features using a BAM-inspired architecture," in Proc. 29th Annu. Conf. Cogn. Sci. Soc., D. S. McNamara and J. G. Trafton, Eds., Austin, TX, 2007, pp. 1025-1030.
    • (2007) Proc. 29th Annu. Conf. Cogn. Sci. Soc , pp. 1025-1030
    • Giguère, G.1    Chartier, S.2    Proulx, R.3    Lina, J.-M.4
  • 22
    • 68249158680 scopus 로고    scopus 로고
    • Category development and reorganization using a bidirectional associative memory-inspired architecture
    • R. L. Lewis, T. A. Polk, and J. E. Laird, Eds, Ann Arbor, MI
    • G. Giguère, S. Chartier, R. Proulx, and J.-M. Lina, "Category development and reorganization using a bidirectional associative memory-inspired architecture," in Proc. 8th Int. Conf. Cogn. Model. R. L. Lewis, T. A. Polk, and J. E. Laird, Eds., Ann Arbor, MI, 2007, pp. 97-102.
    • (2007) Proc. 8th Int. Conf. Cogn. Model , pp. 97-102
    • Giguère, G.1    Chartier, S.2    Proulx, R.3    Lina, J.-M.4
  • 23
    • 0000172378 scopus 로고
    • Associative recall of memory without errors
    • I. Kanter and H. Sompolinsky, "Associative recall of memory without errors," Phys. Rev. A, Gen. Phys., vol. 35, pp. 380-392, 1987.
    • (1987) Phys. Rev. A, Gen. Phys , vol.35 , pp. 380-392
    • Kanter, I.1    Sompolinsky, H.2
  • 24
    • 0001326868 scopus 로고
    • Collective computational properties of neural networks: New learning mechanisms
    • L. Personnaz, L. Guyon, and G. Dreyfus, "Collective computational properties of neural networks: New learning mechanisms," Phys. Rev. A, Gen. Phys., vol. 34, pp. 4217-4228, 1986.
    • (1986) Phys. Rev. A, Gen. Phys , vol.34 , pp. 4217-4228
    • Personnaz, L.1    Guyon, L.2    Dreyfus, G.3
  • 25
    • 0031033677 scopus 로고    scopus 로고
    • Associative dynamics in a chaotic neural network
    • M. Adachi and K. Aihara, "Associative dynamics in a chaotic neural network," Neural Netw., vol. 10, pp. 83-98, 1997.
    • (1997) Neural Netw , vol.10 , pp. 83-98
    • Adachi, M.1    Aihara, K.2
  • 26
    • 0141455111 scopus 로고    scopus 로고
    • Chaotic itinerancy
    • K. Kaneko and I. Tsuda, "Chaotic itinerancy," Chaos, vol. 13, pp. 926-936, 2003.
    • (2003) Chaos , vol.13 , pp. 926-936
    • Kaneko, K.1    Tsuda, I.2
  • 27
    • 0035495017 scopus 로고    scopus 로고
    • Towards an interpretation of dynamic neural activity in terms of chaotic dynamical systems
    • I. Tsuda, "Towards an interpretation of dynamic neural activity in terms of chaotic dynamical systems," Behav. Brain Sci., vol. 24, pp. 793-847, 2001.
    • (2001) Behav. Brain Sci , vol.24 , pp. 793-847
    • Tsuda, I.1
  • 28
    • 0020970738 scopus 로고
    • Neuron-like adaptive elements that can solve difficult learning control problems
    • Sep./Oct
    • A. G. Barto, R. S. Sutton, and C. Anderson, "Neuron-like adaptive elements that can solve difficult learning control problems," IEEE Trans. Syst. Man Cybern., vol. SMC-13, no. 5, pp. 834-846, Sep./Oct. 1983.
    • (1983) IEEE Trans. Syst. Man Cybern , vol.SMC-13 , Issue.5 , pp. 834-846
    • Barto, A.G.1    Sutton, R.S.2    Anderson, C.3
  • 30
    • 0034341820 scopus 로고    scopus 로고
    • Population dynamics as a process obeying the nonlinear diffusion equation
    • A. A. Koronovskii, D. I. Trubetskov, and A. E. Khramov, "Population dynamics as a process obeying the nonlinear diffusion equation," Doklady Earth Sci., vol. 372, pp. 755-758, 2000.
    • (2000) Doklady Earth Sci , vol.372 , pp. 755-758
    • Koronovskii, A.A.1    Trubetskov, D.I.2    Khramov, A.E.3
  • 31
    • 0020118274 scopus 로고
    • Neural networks and physical systems with emergent collective computational abilities
    • J. J. Hopfield, "Neural networks and physical systems with emergent collective computational abilities," Proc. Nat. Acad. Sci., vol. 79, pp. 2554-2558, 1982.
    • (1982) Proc. Nat. Acad. Sci , vol.79 , pp. 2554-2558
    • Hopfield, J.J.1
  • 32
    • 28244440912 scopus 로고    scopus 로고
    • NDRAM: Nonlinear dynamic recurrent associative memory for learning bipolar and nonbipolar correlated patterns
    • Nov
    • S. Chartier and R. Proulx, "NDRAM: Nonlinear dynamic recurrent associative memory for learning bipolar and nonbipolar correlated patterns," IEEE Trans. Neural Netw., vol. 16, no. 6, pp. 1393-1400, Nov. 2005.
    • (2005) IEEE Trans. Neural Netw , vol.16 , Issue.6 , pp. 1393-1400
    • Chartier, S.1    Proulx, R.2
  • 33
    • 0024864656 scopus 로고
    • Dynamic heteroassociative neural memories
    • M. H. Hassoun, "Dynamic heteroassociative neural memories," Neural Netw., vol. 2, pp. 275-287, 1989.
    • (1989) Neural Netw , vol.2 , pp. 275-287
    • Hassoun, M.H.1
  • 35
    • 0025401954 scopus 로고
    • Unsupervised learning in noise
    • Mar
    • B.Kosko, "Unsupervised learning in noise," IEEE Trans. Neural Netw. vol. 1, no. 1, pp. 44-57, Mar. 1990.
    • (1990) IEEE Trans. Neural Netw , vol.1 , Issue.1 , pp. 44-57
    • Kosko, B.1
  • 36
    • 33847202724 scopus 로고
    • Learning to predict by the methods of temporal difference
    • R. S. Sutton, "Learning to predict by the methods of temporal difference," Mach. Learn., vol. 3, pp. 9-44, 1988.
    • (1988) Mach. Learn , vol.3 , pp. 9-44
    • Sutton, R.S.1
  • 38
    • 0026254768 scopus 로고
    • A general regression neural network
    • Nov
    • D. E. Specht, "A general regression neural network," IEEE Trans. Neural Netw., vol. 2, no. 6, pp. 568-576, Nov. 1991.
    • (1991) IEEE Trans. Neural Netw , vol.2 , Issue.6 , pp. 568-576
    • Specht, D.E.1
  • 39
    • 56349135523 scopus 로고    scopus 로고
    • Associative memory based on a new hybrid model of SFNN and GRNN: Performance comparison with NDRAM, ART2 and MLP
    • H. Davande, M. Amiri, A. Sadeghian, and S. Chartier, "Associative memory based on a new hybrid model of SFNN and GRNN: Performance comparison with NDRAM, ART2 and MLP," in Proc. Int. Joint Conf. Neural Netw., 2008, pp. 1698-1703.
    • (2008) Proc. Int. Joint Conf. Neural Netw , pp. 1698-1703
    • Davande, H.1    Amiri, M.2    Sadeghian, A.3    Chartier, S.4
  • 40
    • 0028410032 scopus 로고
    • Quick learning for bidirectional associative memory
    • M. Hagiwara, "Quick learning for bidirectional associative memory," Inst. Electron. Inf. Commun. Eng., vol. E77-D, pp. 385-392, 1994.
    • (1994) Inst. Electron. Inf. Commun. Eng , vol.E77-D , pp. 385-392
    • Hagiwara, M.1
  • 41
    • 0031274114 scopus 로고    scopus 로고
    • A new synthesis approach for feedback neural networks based on the perceptron training algorithm
    • Nov
    • D. Liu, "A new synthesis approach for feedback neural networks based on the perceptron training algorithm," IEEE Trans. Neural Netw., vol. 8, no. 6, pp. 1468-1482, Nov. 1997.
    • (1997) IEEE Trans. Neural Netw , vol.8 , Issue.6 , pp. 1468-1482
    • Liu, D.1
  • 43
    • 0028517941 scopus 로고
    • Asymmetric bidirectional associative memories
    • Oct
    • Z.-B. Xu, Y. Leung, and X.-W. He, "Asymmetric bidirectional associative memories," IEEE Trans. Syst. Man Cybern., vol. 24, no. 10, pp. 1558-1564, Oct. 1994.
    • (1994) IEEE Trans. Syst. Man Cybern , vol.24 , Issue.10 , pp. 1558-1564
    • Xu, Z.-B.1    Leung, Y.2    He, X.-W.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.