Spike-timing-dependent learning rule to encode spatiotemporal patterns in a network of spiking neurons.

@article{Yoshioka2002SpiketimingdependentLR,
  title={Spike-timing-dependent learning rule to encode spatiotemporal patterns in a network of spiking neurons.},
  author={Masahiko Yoshioka},
  journal={Physical review. E, Statistical, nonlinear, and soft matter physics},
  year={2002},
  volume={65 1 Pt 1},
  pages={011903}
}
We study associative memory neural networks based on the Hodgkin-Huxley type of spiking neurons. We introduce the spike-timing-dependent learning rule, in which the time window with the negative part as well as the positive part is used to describe the biologically plausible synaptic plasticity. The learning rule is applied to encode a number of periodical spatiotemporal patterns, which are successfully reproduced in the periodical firing pattern of spiking neurons in the process of memory… CONTINUE READING

Citations

Publications citing this paper.
Showing 1-10 of 13 extracted citations

References

Publications referenced by this paper.
Showing 1-10 of 28 references

Phys

  • J. Rubin, D. D. Lee, H. Sompolinsky
  • Rev. Lett., 86:364
  • 2001

Nature Neurosci

  • S. Song, K. D. Miller, L. F. Abbott
  • 3:919
  • 2000
1 Excerpt

Neruon

  • M. R. Mehtsa, M. C. Quirk, M. Wilson
  • 25:707
  • 2000
1 Excerpt

Neurocomputing

  • M. R. Mehta, M. Wilson
  • 32:905
  • 2000
1 Excerpt

Pnas

  • N. Kopell, G. B. Ermentrout, M. A. Whittington, R. D. Traub
  • 97:1867
  • 2000
1 Excerpt

A

  • Z. Nádasdy
  • Czurkó H. Hirase, J. Csicsvari, and G. Buzsáki. J…
  • 1999
2 Excerpts

and J

  • R. Kempter, W. Gerstner
  • Leo van Hemman. Phys. Rev. E, 59:4498
  • 1999
1 Excerpt

J

  • A. Samsonovich, B. L. McNaughton
  • Neurosci., 17:5900
  • 1997

Physica D

  • A. Treves, E. T. Rolls, M. W. Simmen
  • 107:392
  • 1997
1 Excerpt

Science

  • H. Markman, J. Lübke, M. Frotscher, B. Sakmann
  • 275:213
  • 1997
2 Excerpts

Similar Papers

Loading similar papers…