Self-Organization of Clusters having Locally Distributed Patterns for Synchronized Inputs
Many experimental results suggest that more precise
spike timing is significant in neural information processing. We
construct a self-organization model using the spatiotemporal patterns,
where Spike-Timing Dependent Plasticity (STDP) tunes the
conduction delays between neurons. We show that the fluctuation of
conduction delays causes globally continuous and locally distributed
firing patterns through the self-organization.
[1] M. Abeles, H. Bergman, E. Margalit, and E. Vaadia, "Spatiotemporal firing
patterns in the frontal cortex of behaving monkeys," J Neurophysiol, vol. 70, no. 4, pp. 1629-38, 1993.
[2] Y. Aviel, D. Horn, and M. Abeles, "Synfire waves in small blanced networks." Neurocomputing, vol. 58-60, pp. 123-127, 2004.
[3] H. Cˆateau and T. Fukai, "Fokker-Plank approach to the pulse packert
propagationin synfire chain," Neural Networks, vol. 14, pp. 675-686, 2001.
[4] M. Diesmann, M. O. Gewaltig, and A. Aertsen, "Stable Propagation of
synchronous spiking in cortical neural network," Nature, vol. 402, pp.
529-533, 1999.
[5] R. Guyonneau, R. VanRullen, and S. J. Thorpe, "Neurons Tune to the
Earliest Spikes Through STDP," Neural Computation, vol. 17, pp. 859-879, 2005.
[6] K. Hamaguchi and K. Aihara, "Quantitative information transfer through
layers of spiking neurons connected by Mexican-Hat-type connectivity,"
Neurocomputing, vol. 58-60, pp. 85-90, 2004.
[7] S. Neurenschwander and W. Singer, "Long-range synchronization of oscillatory
light responses in the cat retina and lateral geniculate nucleus," Nature, vol. 379, pp. 728-733, 1996.
[8] H. Tamura, H. Kaneko, K. Kawasaki, and I. Fujita, "Presumed inhibitory
neurons in the macaque inferior temporal cortex: visual response properties
and functional interactions with adjacent neurons," Journal of Neurophysiology, vol. 91, pp. 2782-2796, 2004.
[9] K. Wada, K. Kurata, and M. Okada, "Self-organization of globally continuous and locally distributed information representation," Neural
Network, vol. 17, pp. 1039-1049, 2004.
[10] G. Wang, M. Tanifuji, and K. Tanaka, "Funcitonal architecture in monkey in inferotempral cortex revealed by in vivo optical imaging,"
Neuroscience Research, vol. 33, pp. 33-46, 2004.
[11] Y. Wang, I. Fujita, and Y. Murayama, "Neuronal mechanisms of selectivity
for object features revealed by blocking inhibition in inferotemporal cortex," Nature Neuroscience, vol. 3, pp. 807-813, 2000. World Academy of Science, Engineering and Technology 15 2008.
[1] M. Abeles, H. Bergman, E. Margalit, and E. Vaadia, "Spatiotemporal firing
patterns in the frontal cortex of behaving monkeys," J Neurophysiol, vol. 70, no. 4, pp. 1629-38, 1993.
[2] Y. Aviel, D. Horn, and M. Abeles, "Synfire waves in small blanced networks." Neurocomputing, vol. 58-60, pp. 123-127, 2004.
[3] H. Cˆateau and T. Fukai, "Fokker-Plank approach to the pulse packert
propagationin synfire chain," Neural Networks, vol. 14, pp. 675-686, 2001.
[4] M. Diesmann, M. O. Gewaltig, and A. Aertsen, "Stable Propagation of
synchronous spiking in cortical neural network," Nature, vol. 402, pp.
529-533, 1999.
[5] R. Guyonneau, R. VanRullen, and S. J. Thorpe, "Neurons Tune to the
Earliest Spikes Through STDP," Neural Computation, vol. 17, pp. 859-879, 2005.
[6] K. Hamaguchi and K. Aihara, "Quantitative information transfer through
layers of spiking neurons connected by Mexican-Hat-type connectivity,"
Neurocomputing, vol. 58-60, pp. 85-90, 2004.
[7] S. Neurenschwander and W. Singer, "Long-range synchronization of oscillatory
light responses in the cat retina and lateral geniculate nucleus," Nature, vol. 379, pp. 728-733, 1996.
[8] H. Tamura, H. Kaneko, K. Kawasaki, and I. Fujita, "Presumed inhibitory
neurons in the macaque inferior temporal cortex: visual response properties
and functional interactions with adjacent neurons," Journal of Neurophysiology, vol. 91, pp. 2782-2796, 2004.
[9] K. Wada, K. Kurata, and M. Okada, "Self-organization of globally continuous and locally distributed information representation," Neural
Network, vol. 17, pp. 1039-1049, 2004.
[10] G. Wang, M. Tanifuji, and K. Tanaka, "Funcitonal architecture in monkey in inferotempral cortex revealed by in vivo optical imaging,"
Neuroscience Research, vol. 33, pp. 33-46, 2004.
[11] Y. Wang, I. Fujita, and Y. Murayama, "Neuronal mechanisms of selectivity
for object features revealed by blocking inhibition in inferotemporal cortex," Nature Neuroscience, vol. 3, pp. 807-813, 2000. World Academy of Science, Engineering and Technology 15 2008.
@article{"International Journal of Electrical, Electronic and Communication Sciences:53882", author = "Toshio Akimitsu and Yoichi Okabe and Akira Hirose", title = "Self-Organization of Clusters having Locally Distributed Patterns for Synchronized Inputs", abstract = "Many experimental results suggest that more precise
spike timing is significant in neural information processing. We
construct a self-organization model using the spatiotemporal patterns,
where Spike-Timing Dependent Plasticity (STDP) tunes the
conduction delays between neurons. We show that the fluctuation of
conduction delays causes globally continuous and locally distributed
firing patterns through the self-organization.", keywords = "Self-organization, synfire-chain, Spike-Timing Dependent Plasticity, distributed information representation", volume = "2", number = "3", pages = "403-6", }
