Triplets of spikes in a model of spike timing-dependent plasticity

Journal of Neuroscience

Volumn 26, Issue 38, 2006, Pages 9673-9682

  Pfister, Jean Pascal ^a   Gerstner, Wulfram ^a  

^a EPFL   (Switzerland)

Author keywords

Computational neuroscience; Hebbian learning; Long term potentiation; Modeling; Spike triplet; STDP

Indexed keywords

ARTICLE; BASE PAIRING; FREQUENCY ANALYSIS; HIPPOCAMPUS POTENTIAL; LEARNING STYLE; LONG TERM POTENTIATION; PLASTICITY; PRIORITY JOURNAL; SPIKE WAVE; SYNAPTIC POTENTIAL; VISUAL CORTEX; WEIGHT CHANGE;

ACTION POTENTIALS; LONG-TERM POTENTIATION; MODELS, NEUROLOGICAL; NEURONAL PLASTICITY; TIME FACTORS;

EID: 33748898872     PISSN: 02706474     EISSN: 02706474     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.1425-06.2006     Document Type: Article

References (36)

1. Abarbanel H, Huerta R, Rabinovich M (2002) Dynamical model of long-term synaptic plasticity. Proc Natl Acad Sci USA 59:10137-10143.
2. Artola A, Bröcher S, Singer W (1990) Different voltage dependent thresholds for inducing long-term depression and long-term potentiation in slices of rat visual cortex. Nature 347:69-72.
3. Bi G, Poo M (1998) Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type. J Neurosci 18:10464-10472.
4. Bi G, Poo M (2001) Synaptic modification of correlated activity: Hebb's postulate revisited. Annu Rev Neurosci 24:139-166.
5. Bi G, Wang H (2002) Temporal asymmetry in spike timing-dependent synaptic plasticity. Physiol Behav 77:551-555.
6. Bi GQ (2002) Spatiotemporal specificity of synaptic plasticity: cellular rules and mechanisms. Biol Cybern 87:319-332.
7. Bienenstock E, Cooper L, Munro P (1982) Theory of the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex. J Neurosci 2:32-48.
8. Burkitt AN, Meffin MH, Grayden D (2004) Spike-timing-dependent plasticity: the relationship to rate-based learning for models with weight dynamics determined by a stable fixed point. Neural Comput 16:885-940.
9. Cooper LN, Intrator N, Blais BS, Shouval HZ (2004) Theory of cortical plasticity, Chap 3. Singapore: World Scientific.
10. Dudek SM, Bear MF (1992) Homosynaptic long-term depression in area cal of hippocampus and effects of N-methyl-D-aspartate receptor blockade. Proc Natl Acad Sci USA 89:4363-4367.
11. Froemke R, Dan Y (2002) Spike-timing dependent plasticity induced by natural spike trains. Nature 416:433-438.
12. Froemke R, Poo MM, Dan Y (2005) Spike-timing-dependent synaptic plasticity depends on dendritic location. Nature 434:221-225.
13. Froemke R, Tsay I, Raad M, Long J, Dan Y (2006) Contribution of individual spikes in burst-induced long-term synaptic modification. J Neurophysiol 95:1620-1629.
14. Gerstner W, Kempter R, van Hemmen JL, Wagner H (1996) A neuronal learning rule for sub-millisecond temporal coding. Nature 383:76-78.
15. Gerstner W, Kistler WK (2002) Spiking neuron models. Cambridge: Cambridge UP.
16. Intrator N, Cooper LN (1992) Objective function formulation of the bcm theory of visual cortical plasticity. Neural Netw 5:3-17.
17. Izhikevich E, Desai N (2003) Relating stdp to bcm. Neural Comput 15:1511-1523.
18. Karmarkar U, Buonomano D (2002) A model of spike-timing dependent plasticity: one or two coincidence detectors. J Neurophysiology 88:507-513.
19. Kempter R, Gerstner W, van Hemmen JL (1999) Hebbian learning and spiking neurons. Phys Rev E 59:4498-4514.
20. Kirkwood A, Rioult MG, Bear MF (1996) Experience-dependent modification of synaptic plasticity in visual cortex. Nature 381:526-528.
21. Kistler WM, van Hemmen JL (2000) Modeling synaptic plasticity in conjunction with the timing of pre- and postsynaptic potentials. Neural Comput 12:385-405.
22. Lisman J (1989) A mechanism for hebb and anti-hebb processes underlying learning and memory. Proc Natl Acad Sci USA 86:9574-9578.
23. Lisman J, Spruston N (2005) Postsynaptic depolarization requirements for LTP and LTD: a critique of spike timing-dependent plasticity. Nature Neurosci 8:839-841.
24. Lisman J, Zhabotinsky A (2001) A model of synaptic memory: a CaMKII/PP1 switch that potentiates transmission by organizing an AMPA receptor anchoring assembly. Neuron 31:191-201.
25. Malenka RC, Kauer J, Zucker R, Nicoll RA (1988) Postsynaptic calcium is sufficient for potentiation of hippocampal synaptic transmission. Science 242:81-84.
26. Markram H, Lübke J, Frotscher M, Sakmann B (1997) Regulation of synaptic efficacy by coincidence of postsynaptic AP and EPSP. Science 275:213-215.
27. Pfister JP, Gerstner W (2006) Beyond pair-based stdp: a phenomenological-rule for spike triplet and frequency effects. In: Advances in neural information processing systems, Chap 18 (Weiss Y, Schölkopf B, Platt J, eds), pp 1083-1090. Cambridge, MA: MIT.
28. Rao RPN, Sejnowski TJ (2001) Spike-timing dependent Hebbian plasticity as temporal difference learning. Neural Comput 13:2221-2237.
29. Senn W, Markram H, Tsodyks M (2001) An algorithm for modifying neurotransmitter release probability based on pre- and postsynaptic spike timing. Neural Comput 13:35-67.
30. Shouval HZ, Bear MF, Cooper LN (2002) A unified model of NMDA receptor dependent bidirectional synaptic plasticity. Proc Natl Acad Sci USA 99:10831-10836.
31. Sjöström P, Turrigiano G, Nelson S (2001) Rate, timing, and cooperativity jointly determine cortical synaptic plasticity. Neuron 32:1149-1164.
32. Song S, Miller K, Abbott L (2000) Competitive Hebbian learning through spike-time-dependent synaptic plasticity. Nat Neurosci 3:919-926.
33. van Rossum MCW, Bi GQ, Turrigiano GG (2000) Stable Hebbian learning from spike timing-dependent plasticity. J Neurosci 20:8812-8821.
34. Wang HX, Gerkin RC, Nauen DW, Bi GQ (2005) Coactivation and timing-dependent integration of synaptic potentiation and depression. Nat Neurosci 8:187-193.
35. 2+ influx into dendritic tufts of layer 2/3 neocortical pyramidal neurons in vitro and in vivo. J Neurosci 23:8558-8567.
36. Zhang L, Tao H, Holt C, Harris W, Poo M-M (1998) A critical window for cooperation and competition among developing retinotectal synapses. Nature 395:37-44.