Spike-timing-dependent plasticity in small-world networks

Neurocomputing

Volumn 71, Issue 7-9, 2008, Pages 1694-1704

  Kube, Karsten ^a   Herzog, Andreas ^a   Michaelis, Bernd ^a   de Lima, Ana D ^a   Voigt, Thomas ^a  

^a OTTO VON GUERICKE UNIVERSITY   (Germany)

Author keywords

Computational modeling; Hebbian plasticity; Neural networks; Small world networks; Spontaneous activity; STDP; Synchronization; Temporal learning

Indexed keywords

MATHEMATICAL MODELS; SYNCHRONIZATION; TOPOLOGY;

HEBBIAN PLASTICITY; SMALL-WORLD NETWORKS; SPIKE-TIMING-DEPENDENT PLASTICITY; SPONTANEOUS ACTIVITY; TEMPORAL LEARNING;

NEURAL NETWORKS;

ARTICLE; ARTIFICIAL NEURAL NETWORK; INFORMATION PROCESSING; MACHINE LEARNING; MATHEMATICAL ANALYSIS; NERVE CELL; NERVE CELL MEMBRANE CONDUCTANCE; NERVE CELL PLASTICITY; NERVE CELL STIMULATION; OSCILLATION; PRIORITY JOURNAL; PROCESS MODEL; SIMULATION; SPIKE WAVE; SYNAPSE; SYNAPTIC TRANSMISSION;

EID: 40649096607     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neucom.2007.03.013     Document Type: Article

References (40)

1. Amari S., Nakahara H., Wu S., and Sakai Y. Synchronous firing and higher-order interactions in neuron pool. Neural Comput. 15 (2003) 127-142
2. Bartos M., Vida I., Frotscher M., Meyer A., Monyer H., and Geiger J.R.P. Fast synaptic inhibition promotes synchronized gamma oscillations in hippocampal inter neuron networks. PNAS 99 (2002) 13222-13227
3. Ben-Ari Y. Developing networks play a similar melody. TINS 24 (2001) 353-360
4. Bi G., and Poo M. Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type. J. Neurosci. 18 24 (1998) 10464-10472
5. J.M. Bower, D. Beeman, The Book of GENESIS, Exploring Realistic Neural Models with the GEneral NEural SImulation System, Springer, Berlin, 1999.
6. Buzsáki G., Geisler C., Henze D.A., and Wang X.-J. Interneuron diversity series: circuit complexity and axon wiring economy of cortical interneurons. TINS 27 4 (2004) 186-193
7. Corner M., van Pelt J., Wolters P., Baker R., and Nuytinck R. Physiological effects of sustained blockade of excitatory synaptic transmission on spontaneously active developing neuronal networks-an inquiry into the reciprocal linkage between intrinsic biorhythms and neuroplasticity inearly ontogeny. Neurosci. Biobehav. Rev. 26 (2002) 127-185
8. Davison A., Feng J., and Brown D. Dendrodendritic inhibition and simulated odor responses in a detailed olfactory bulb network model. J. Neurophysiol. 90 (2003) 1921-1935
9. de Lima A., Opitz T., and Voigt T. Irreversible loss of a subpopulation of cortical interneurons in the absence of glutamatergic network activity. Eur. J. Neurosci. 19 (2004) 2931-2943
10. Eytan D., Brenner N., and Marom S. Selective adaptation in networks of cortical neurons. J. Neurosci. 23 28 (2003) 9349-9356
11. Feng J., and Li G. Behaviour of two-compartment models. Neurocomputing 38 (2001) 205-211
12. Garaschuk O., Linn J., Eilers J., and Konnerth A. Large-scale oscillatory calcium waves in the immature cortex. Nat. Neurosci. 3 (2000) 452-459
13. Harsch A., and Robinson H.P.C. Postsynaptic variability of firing in rat cortical neurons: the roles of input synchronization and synaptic NMDA receptor conductance. J. Neurosci. (2000) 6181-6192
14. Hebb D.O. The Organization of Behavior (1949), Wiley, New York
15. Hines M., and Carnevale N. The NEURON simulation environment, The Handbook of Brain Theory and Neural Networks (2003), MIT Press, Cambridge pp. 769-773
16. Hodgkin A.L., and Huxley A.F. A quantitative description of membrane current and its application to conduction and excitation in nerve. J. Physiol. (1952) 500-544
17. Jimbo Y., Kawana A., Parodi P., and Torre V. The dynamics of a neuronal culture of dissociated cortical neurons of neonatalrats. Biol. Cybern. 83 (2000) 1-20
18. Knoblauch A., and Sommer F.T. Spike-timing-dependent synaptic plasticity can form "zero lag links" for cortical oscillations. Neurocomputing 58-60 (2004) 185-190
19. Kube K., Herzog A., Michaelis B., Al-Hamadi A., de Lima A., and Voigt T. Spike-timing-dependent-plasticity in small world networks. Proceedings of ESANN (2005) 601-606
20. Kube K., Herzog A., Spravedlyvyy V., Michaelis B., Opitz T., de Lima A., and Voigt T. Modelling of biologically plausible excitatory networks: emergence and modulation of neural synchrony. Proceedings of ESANN (2004) 379-384
21. Latham P., Richmond B.J., Nelson P.G., and Nirenberg S. Intrinsic dynamics in neuronal networks. I. Theory. J. Neurophysiol. 83 2 (2000) 808-827
22. Latham P., Richmond B.J., Nelson P.G., and Nirenberg S. Intrinsic dynamics in neuronal networks. II. Experiment. J. Neurophysiol. 83 2 (2000) 828-835
23. Luhmann H., and Prince D. Postnatal maturation of the GABAeric system in rat neocortex. J. Neurophysiol. 65 (1991) 247-263
24. Marom S., and Shahaf G. Development, learning and memory in large random networks of cortical neurons: lessons beyond anatomy. Q. Rev. Biophys. (2002) 63-87
25. Netoff T.I., Clewley R., Arno S., Keck T., and White J.A. Epilepsy in small-world networks. J. Neurosci. 37 24 (2004) 8075-8083
26. O'Brien R., Kamboj S., Ehlers M., Rosen K., Fischbach G., and Huganir R. Activity-dependent modulation of synaptic AMPA receptor accumulation. Neuron 21 (1998) 1067-1078
27. O'Donovan M. The origin of spontaneous activity in developing networks of the vertebrate nervous system. Curr. Opin. Neurobiol. 9 (1999) 94-104
28. Opitz T., De Lima A.D., and Thomas V. Spontaneous development of synchronous oscillatory activity during maturation of cortical networks in vitro. J. Neurophysiol. 88 (2002) 2196-2206
29. Pinsky P., and Rinzel J. Intrinsic and network rhythmogenesis in a reduced Traub model for CA3 neurons. J. Comput. Neurosci. (1994) 39-60
30. Robinson H., Kawahara M., Jimbo Y., Torimitsu K., Kuroda Y., and Kawana A. Periodic synchronized bursting and intracellular calcium transients elicited by low magnesium in cultured cortical neurons. J. Neurophysiol. 70 (1993) 1606-1616
31. Song S., Miller K.D., and Abbott L. Competitive Hebbian learning through spike-timing-dependent synaptic plasticity. Nat. Neurosci. 3 9 (2000) 919-926
32. Tabak J., Senn W., O'Donovan M.J., and Rinzel J. Modeling of spontaneous activity in developing spinal cord using activity-dependent depression in an excitatory network. J. Neurosci. 20 8 (2000) 3041-3056
33. Tateno T., Jimbo Y., and Robinson H. Spatio-temporal cholinergic modulation in cultured networks of rat cortical neurons: spontaneous activity. Neurosci. 134 (2005) 425-437
34. Van Rossum M., and Turrigiano G. Correlation based learning from spike timing dependent plasticity. Neurocomputing 38 (2001) 409-415
35. Voigt T., Baier H., and de Lima A.D. Synchronization of calcium activity promotes survival of individual rat neocortical neurons in early development. Eur. J. Neurosci. 9 18 (1997) 990-999
36. Voigt T., Opitz T., and de Lima A.D. Synchronous oscillatory activity in immature cortical network is driven by GABAergic preplate neurons. J. Neurosci. 21 22 (2001) 8895-8905
37. Voigt T., Opitz T., and de Lima A.D. Activation of early silent synapses by spontaneous synchronous network activity limits the range of neocortical connections. J. Neurosci. 25 18 (2005) 4605-4615
38. Wagenaar D., Madhavan R., Pine J., and Potter S. Controlling bursting in cortical cultures with closed-loop multi-electrode stimulation. J. Neurosci. 25 (2005) 680-688
39. Wang X. Complex networks: small-world, scale-free, and beyond. IEEE Circuits Syst. Mag. 3 (2003) 6-20
40. Watts D.J., and Strogatz S.H. Collective dynamics of 'small-world' networks. Nature 393 (1998) 440-442