Abstract
A phase response curve characterizes the signal transduction between neurons in a minimal manner,whereas spike-timing-dependent plasiticity (STDP) characterizes the way to rewire networks in an activity-dependent manner. The present paper demonstrates that these two key properties both related to spikes work synergetically to carve functionally useful circuits in the brain. STDP working on a population of neurons that prefer asynchrony turns out to convert the initial asynchronous firing to clustered firing with synchrony within a cluster. They get synchronized within a cluster despite their preference to asynchrony because STDP selectively disrupts intra-cluster connections, which we call wireless eclustering.
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References
Kuramoto, Y.: Chemical oscillations,waves,and turbulence. Springer, Berlin (1984)
Ermentrout, G., Kopell, N.: SIAM J. Math.Anal. 15, 215 (1984)
Markram, H., et al.: Science 275, 213 (1997); Bell, C.C., et al.: Nature 387, 278 (1997); Magee, J.C., Johnston, D.: Science 275, 209 (1997); Bi, G.-Q., Poo, M.-M.: J. Neurosci. 18, 10464 (1998); Feldman, D. E., Neuron 27, 45 (2000); Nishiyama, M., et al.: Nature 408, 584 (2000)
Song, S., et al.: Nat. Neurosci. 3, 919 (2000)
van Rossum, M.C., Turrigiano, G.G., Nelson, S.B.: J. Neurosci. 22,1956 (2000)
Rubin, J., et al.: Phys. Rev. Lett. 86, 364 (2001)
Abbott, L.F., Nelson, S.B.: Nat. Neurosci. 3, 1178 (2000)
Gerstner, W., Kistler, W.M.: Spiking neuron model. Cambridge University Press, Cambridge (2002)
Câteau, H., Fukai, T.: Neural Comput., 15, 597 (2003)
Izhikevich, E.M.: IEEE Trans. Neural Netw. 15, 1063 (2004)
Karbowski, J.J., Ermentrout, G.B.: Phys. Rev. E. 65, 031902 (2002)
Nowotny, T., et al.: J. Neurosci. 23, 9776 (2003)
Zhigulin, V.P., et al.: Phys. Rev. E, 67, 021901 (2003)
Masuda, N., Kori, H.: J. Comp. Neurosci, 22, 327 (2007)
Froemke, R.C., Dan, Y.: Nature, 416, 433 (2002)
Wang, H.-X., et al.: Nat. Neurosci, 8, 187 (2005)
Levy, N., et al.: Neural Netw. 14, 815 (2001)
Kitano, K., Câteau, H., Fukai, T.: Neuroreport, 13, 795 (2002)
Ermentrout, G.B.: Neural Comput. 8, 979 (1996)
Reyes, A.D., Fetz, E.E.: J. Neurophysiol. 69, 1673 (1993); Reyes, A.D., Fetz, E.E.: J. Neurophysiol. 69, 1661 (1993); Oprisan, S.A., Prinz, A.A., Canavier, C.C.: Biophys. J., 87, 2283 (2004); Netoff, T.I., et al.: J Neurophysiol. 93, 1197 (2005); Lengyel, M., et al.: Nat. Neurosci. 8, 1667 (2005); Galan, R.F., Ermentrout, G.B., Urban, N.N.: Phys. Rev. Lett. 94, 158101 (2005); Preyer, A.J., Butera, R.J.: Phys. Rev. Lett. 95, 13810 (2005); Goldberg, J.A., Deister, C. A., Wilson, C.J.: J. Neurophysiol., 97, 208 (2007); Tateno, T., Robinson, H.P.: Biophys. J., 92, 683 (2007); Mancilla, J.G., et al.: J. Neurosci. 27, 2058 (2007); Tsubo, Y., et al.: Eur J. Neurosci, 25, 3429 (2007)
Câteau, H., Reyes, A.D.: Phys. Rev. Lett. 96, 058101, and references therein (2006)
Lengyel, M., et al.: Nat. Neurosci. 8, 1677 (2005)
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Câteau, H., Kitano, K., Fukai, T. (2008). Interactions between Spike-Timing-Dependent Plasticity and Phase Response Curve Lead to Wireless Clustering. In: Ishikawa, M., Doya, K., Miyamoto, H., Yamakawa, T. (eds) Neural Information Processing. ICONIP 2007. Lecture Notes in Computer Science, vol 4984. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-69158-7_16
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DOI: https://doi.org/10.1007/978-3-540-69158-7_16
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