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Volumn 19, Issue 9, 2008, Pages 1626-1640

Training spiking neuronal networks with applications in engineering tasks

Author keywords

Integrate and fire (IF); Kernel; Mean interspike interval (ISI); Robot arm; Variance

Indexed keywords

TECHNOLOGY;

EID: 52149124642     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2008.2000999     Document Type: Article
Times cited : (24)

References (36)
  • 2
    • 0022115986 scopus 로고
    • Kinematic features of unrestrained vertical arm movements
    • C. G. Atkenson and J. M. Hollerbach, "Kinematic features of unrestrained vertical arm movements," J. Neurosci., vol. 5, pp. 2318-2330, 1985.
    • (1985) J. Neurosci , vol.5 , pp. 2318-2330
    • Atkenson, C.G.1    Hollerbach, J.M.2
  • 3
    • 0036826068 scopus 로고    scopus 로고
    • Error-backpropagation in temporally encoded networks of spiking neurons
    • S. M. Bohte, J. N. J. N. Kok, and H. H. L. Poutre, "Error-backpropagation in temporally encoded networks of spiking neurons," Neurocomputing, vol. 48, no. 1-4, pp. 7-37, 2002.
    • (2002) Neurocomputing , vol.48 , Issue.1-4 , pp. 7-37
    • Bohte, S.M.1    Kok, J.N.J.N.2    Poutre, H.H.L.3
  • 4
    • 0036755131 scopus 로고    scopus 로고
    • A spiking neuron model: Applications and learning
    • C. Christodoulou, G. Bugmann, and T. G. Clarkson, "A spiking neuron model: Applications and learning," Neural Netw., vol. 15, no. 7, pp. 891-908, 2002.
    • (2002) Neural Netw , vol.15 , Issue.7 , pp. 891-908
    • Christodoulou, C.1    Bugmann, G.2    Clarkson, T.G.3
  • 6
    • 0034755893 scopus 로고    scopus 로고
    • Is the integrate-and-fire model good enough?
    • J. Feng, "Is the integrate-and-fire model good enough?," Neural Netw., vol. 14, pp. 955-975, 2001.
    • (2001) Neural Netw , vol.14 , pp. 955-975
    • Feng, J.1
  • 7
    • 0037088422 scopus 로고    scopus 로고
    • Training the integrate-and-fire model with the informax principle I
    • J. Feng, H. Buxton, and Y. C. Deng, "Training the integrate-and-fire model with the informax principle I," J. Physics, vol. 35, pp. 2379-2394, 2002.
    • (2002) J. Physics , vol.35 , pp. 2379-2394
    • Feng, J.1    Buxton, H.2    Deng, Y.C.3
  • 9
    • 0037360135 scopus 로고    scopus 로고
    • Training the integrate-and-fire model with the informax principle II
    • Mar
    • J. Feng, Y. Sun, H. Buxton, and G. Wei, "Training the integrate-and-fire model with the informax principle II," IEEE Trans. Neural Netw., vol. 14, no. 2, pp. 326-336, Mar. 2003.
    • (2003) IEEE Trans. Neural Netw , vol.14 , Issue.2 , pp. 326-336
    • Feng, J.1    Sun, Y.2    Buxton, H.3    Wei, G.4
  • 11
    • 18744433111 scopus 로고    scopus 로고
    • Optimal control of neuronal activity
    • J. Feng and H. C. Tuckwell, "Optimal control of neuronal activity," Phys. Rev. Lett., vol. 91, 2003, 018101-1-018101-6.
    • (2003) Phys. Rev. Lett , vol.91
    • Feng, J.1    Tuckwell, H.C.2
  • 12
    • 0022417008 scopus 로고
    • The coordination of arm movements: An experimentally confirmed mathematical model
    • T. Flash and N. Hogan, "The coordination of arm movements: An experimentally confirmed mathematical model," J. Neurosci., vol. 5, no. 7, pp. 1688-1703, 1985.
    • (1985) J. Neurosci , vol.5 , Issue.7 , pp. 1688-1703
    • Flash, T.1    Hogan, N.2
  • 14
    • 0001018295 scopus 로고
    • Multiquadratic equations of topography and other irregular surfaces
    • R. L. Hardy, "Multiquadratic equations of topography and other irregular surfaces," J. Geophys. Res., vol. 76, pp. 1905-1915, 1971.
    • (1971) J. Geophys. Res , vol.76 , pp. 1905-1915
    • Hardy, R.L.1
  • 16
    • 35649001607 scopus 로고
    • A quantitative description of ion currents and its applications to conductance and excitation in nerve membranes
    • A. L. Hodgkin and A. F. Huxley, "A quantitative description of ion currents and its applications to conductance and excitation in nerve membranes," J. Physiol. (London), vol. 117, pp. 500-544, 1952.
    • (1952) J. Physiol. (London) , vol.117 , pp. 500-544
    • Hodgkin, A.L.1    Huxley, A.F.2
  • 18
    • 1842421269 scopus 로고    scopus 로고
    • Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication
    • H. Jäger and H. Haas, "Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication," Science, vol. 304, pp. 78-80, 2004.
    • (2004) Science , vol.304 , pp. 78-80
    • Jäger, H.1    Haas, H.2
  • 19
    • 20744444594 scopus 로고    scopus 로고
    • Movement generation with circuits of spiking neurons
    • P. Joshi and W. Maass, "Movement generation with circuits of spiking neurons," Neural Comput., vol. 17, no. 8, pp. 1715-1738, 2005.
    • (2005) Neural Comput , vol.17 , Issue.8 , pp. 1715-1738
    • Joshi, P.1    Maass, W.2
  • 20
    • 0024314287 scopus 로고
    • Formation and control of optimal control trajectories in human multijoint arm movements: Minimum torque change model
    • Y. Uno, M. Kawato, and R. Suzui, "Formation and control of optimal control trajectories in human multijoint arm movements: Minimum torque change model," Biol. Cybern., vol. 61, pp. 89-101, 1989.
    • (1989) Biol. Cybern , vol.61 , pp. 89-101
    • Uno, Y.1    Kawato, M.2    Suzui, R.3
  • 21
    • 0000706722 scopus 로고    scopus 로고
    • Reduction of Hodgkin-Huxely equations to a single-variable threshold model
    • W. M. Kistler, W. Gerstner, and J. L. van Hemmen, "Reduction of Hodgkin-Huxely equations to a single-variable threshold model," Neural Comput., vol. 9, pp. 1015-1045, 1997.
    • (1997) Neural Comput , vol.9 , pp. 1015-1045
    • Kistler, W.M.1    Gerstner, W.2    van Hemmen, J.L.3
  • 22
    • 0015357448 scopus 로고
    • Dynamics of encoding in a population of neurons
    • B. Knight, "Dynamics of encoding in a population of neurons," J. General Physiol., vol. 59, pp. 734-766, 1972.
    • (1972) J. General Physiol , vol.59 , pp. 734-766
    • Knight, B.1
  • 23
    • 0036834701 scopus 로고    scopus 로고
    • Real-time computing without stable states: A new framework for neural computation based on perturbations
    • W. Maass, T. Natschlager, and H. Markram, "Real-time computing without stable states: A new framework for neural computation based on perturbations," Neural Comput., vol. 14, no. 11, pp. 2531-2560, 2002.
    • (2002) Neural Comput , vol.14 , Issue.11 , pp. 2531-2560
    • Maass, W.1    Natschlager, T.2    Markram, H.3
  • 24
    • 34250122797 scopus 로고
    • Interpolation of scattered data: Distance matrices and conditionally positive definitive functions
    • C. A. Micchelli, "Interpolation of scattered data: Distance matrices and conditionally positive definitive functions," Constructive Approx., vol. 2, pp. 11-22, 1986.
    • (1986) Constructive Approx , vol.2 , pp. 11-22
    • Micchelli, C.A.1
  • 28
    • 0035432365 scopus 로고    scopus 로고
    • Correlated neuronal activity and the flow of neural information
    • Aug
    • E. Salinas and T. J. Sejnowski, "Correlated neuronal activity and the flow of neural information," Nature Rev. Neurosci., vol. 2, pp. 539-550, Aug. 2001.
    • (2001) Nature Rev. Neurosci , vol.2 , pp. 539-550
    • Salinas, E.1    Sejnowski, T.J.2
  • 29
    • 84954086574 scopus 로고
    • Some models of neuronal variability
    • R. Stein, "Some models of neuronal variability," J. Biophysics, vol. 7, pp.37-68, 1967.
    • (1967) J. Biophysics , vol.7 , pp. 37-68
    • Stein, R.1
  • 30
    • 0014222207 scopus 로고
    • The frequency of nerve action potentials generated by applied currents
    • R. B. Stein, "The frequency of nerve action potentials generated by applied currents," Proc. R. Soc. Lond. A, Math. Phys. Sci., vol. 167, pp. 64-86, 1967.
    • (1967) Proc. R. Soc. Lond. A, Math. Phys. Sci , vol.167 , pp. 64-86
    • Stein, R.B.1
  • 32
    • 23844557176 scopus 로고    scopus 로고
    • Isolated word recognition with the liquid state machine: A case study
    • D. Verstraeten, B. Schrauwen, D. Stroobandt, and J. Van Campenhout, "Isolated word recognition with the liquid state machine: A case study," Inf. Process. Lett., vol. 95, no. 6, pp. 521-528, 2005.
    • (2005) Inf. Process. Lett , vol.95 , Issue.6 , pp. 521-528
    • Verstraeten, D.1    Schrauwen, B.2    Stroobandt, D.3    Van Campenhout, J.4
  • 33
    • 52149105900 scopus 로고
    • Learning phonetic features using connectionist networks: An experimentation in speech recognition
    • R. L. Watrous and L. Shastri, "Learning phonetic features using connectionist networks: An experimentation in speech recognition," in Proc. 10th Int. Joint Conf. Artif. Intell., 1987, pp. 851-854.
    • (1987) Proc. 10th Int. Joint Conf. Artif. Intell , pp. 851-854
    • Watrous, R.L.1    Shastri, L.2
  • 34
    • 0003529238 scopus 로고
    • Beyond regression: New tools for prediction and analysis in the behavioral sciences,
    • Ph.D. dissertation, Dept. Appl. Math, Harvard Univ, New Haven, CT
    • P. Werbos, "Beyond regression: New tools for prediction and analysis in the behavioral sciences," Ph.D. dissertation, Dept. Appl. Math., Harvard Univ., New Haven, CT, 1974.
    • (1974)
    • Werbos, P.1
  • 35
    • 0025503558 scopus 로고
    • Backpropagation through time: What it does and how to do it
    • Oct
    • P. J. Werbos, "Backpropagation through time: What it does and how to do it," Proc. IEEE, vol. 78, no. 10, pp. 1550-1560, Oct. 1990.
    • (1990) Proc. IEEE , vol.78 , Issue.10 , pp. 1550-1560
    • Werbos, P.J.1
  • 36
    • 0001609567 scopus 로고
    • An efficient gradient-based algorithm for on-line training of recurrent network trajectories
    • R. J. Williams and J. Peng, "An efficient gradient-based algorithm for on-line training of recurrent network trajectories," Neural Comput. vol. 2, pp. 490-501, 1990.
    • (1990) Neural Comput , vol.2 , pp. 490-501
    • Williams, R.J.1    Peng, J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.