Oscillations, phase-of-firing coding and STDP: an efficient learning scheme (Masquelier et al. 2009)


Masquelier T, Hugues E, Deco G, Thorpe SJ. (2009). Oscillations, phase-of-firing coding, and spike timing-dependent plasticity: an efficient learning scheme. The Journal of neuroscience : the official journal of the Society for Neuroscience. 29 [PubMed]

See more from authors: Masquelier T · Hugues E · Deco G · Thorpe SJ

References and models cited by this paper

Albrecht DG, Geisler WS, Frazor RA, Crane AM. (2002). Visual cortex neurons of monkeys and cats: temporal dynamics of the contrast response function. Journal of neurophysiology. 88 [PubMed]

Amarasingham A, Chen TL, Geman S, Harrison MT, Sheinberg DL. (2006). Spike count reliability and the Poisson hypothesis. The Journal of neuroscience : the official journal of the Society for Neuroscience. 26 [PubMed]

Bi G, Poo M. (2001). Synaptic modification by correlated activity: Hebb's postulate revisited. Annual review of neuroscience. 24 [PubMed]

Brette R, Guigon E. (2003). Reliability of spike timing is a general property of spiking model neurons. Neural computation. 15 [PubMed]

Brody CD, Hopfield JJ. (2003). Simple networks for spike-timing-based computation, with application to olfactory processing. Neuron. 37 [PubMed]

Burkitt AN, Meffin H, Grayden DB. (2004). Spike-timing-dependent plasticity: the relationship to rate-based learning for models with weight dynamics determined by a stable fixed point. Neural computation. 16 [PubMed]

Buzsáki G, Chrobak JJ. (1995). Temporal structure in spatially organized neuronal ensembles: a role for interneuronal networks. Current opinion in neurobiology. 5 [PubMed]

Buzsáki G, Draguhn A. (2004). Neuronal oscillations in cortical networks. Science (New York, N.Y.). 304 [PubMed]

Caporale N, Dan Y. (2008). Spike timing-dependent plasticity: a Hebbian learning rule. Annual review of neuroscience. 31 [PubMed]

Cassenaer S, Laurent G. (2007). Hebbian STDP in mushroom bodies facilitates the synchronous flow of olfactory information in locusts. Nature. 448 [PubMed]

Celebrini S, Thorpe S, Trotter Y, Imbert M. (1993). Dynamics of orientation coding in area V1 of the awake primate. Visual neuroscience. 10 [PubMed]

Chase SM, Young ED. (2007). First-spike latency information in single neurons increases when referenced to population onset. Proceedings of the National Academy of Sciences of the United States of America. 104 [PubMed]

David FO, Hugues E, Cenier T, Fourcaud-Trocmé N, Buonviso N. (2009). Specific entrainment of mitral cells during gamma oscillation in the rat olfactory bulb. PLoS computational biology. 5 [PubMed]

Destexhe A, Rudolph M, Paré D. (2003). The high-conductance state of neocortical neurons in vivo. Nature reviews. Neuroscience. 4 [PubMed]

Eeckman FH, Freeman WJ. (1990). Correlations between unit firing and EEG in the rat olfactory system. Brain research. 528 [PubMed]

Finelli LA, Haney S, Bazhenov M, Stopfer M, Sejnowski TJ. (2008). Synaptic learning rules and sparse coding in a model sensory system. PLoS computational biology. 4 [PubMed]

Friedrich RW, Habermann CJ, Laurent G. (2004). Multiplexing using synchrony in the zebrafish olfactory bulb. Nature neuroscience. 7 [PubMed]

Fries P, Neuenschwander S, Engel AK, Goebel R, Singer W. (2001). Rapid feature selective neuronal synchronization through correlated latency shifting. Nature neuroscience. 4 [PubMed]

Fries P, Nikolić D, Singer W. (2007). The gamma cycle. Trends in neurosciences. 30 [PubMed]

Gautrais J, Thorpe S. (1998). Rate coding versus temporal order coding: a theoretical approach. Bio Systems. 48 [PubMed]

Gawne TJ, Kjaer TW, Richmond BJ. (1996). Latency: another potential code for feature binding in striate cortex. Journal of neurophysiology. 76 [PubMed]

Gerstner W, Kempter R, van Hemmen JL, Wagner H. (1996). A neuronal learning rule for sub-millisecond temporal coding. Nature. 383 [PubMed]

Gollisch T, Meister M. (2008). Rapid neural coding in the retina with relative spike latencies. Science (New York, N.Y.). 319 [PubMed]

Goodman D, Brette R. (2008). Brian: a simulator for spiking neural networks in python. Frontiers in neuroinformatics. 2 [PubMed]

Guderian S, Schott BH, Richardson-Klavehn A, Düzel E. (2009). Medial temporal theta state before an event predicts episodic encoding success in humans. Proceedings of the National Academy of Sciences of the United States of America. 106 [PubMed]

Guyonneau R. (2006). Codage par latence et STDP: des strategies temporelles pour expliquer le traitement visuel rapide PhD thesis.

Guyonneau R, VanRullen R, Thorpe SJ. (2005). Neurons tune to the earliest spikes through STDP. Neural computation. 17 [PubMed]

Gütig R, Aharonov R, Rotter S, Sompolinsky H. (2003). Learning input correlations through nonlinear temporally asymmetric Hebbian plasticity. The Journal of neuroscience : the official journal of the Society for Neuroscience. 23 [PubMed]

Hafting T, Fyhn M, Bonnevie T, Moser MB, Moser EI. (2008). Hippocampus-independent phase precession in entorhinal grid cells. Nature. 453 [PubMed]

Hasenstaub A et al. (2005). Inhibitory postsynaptic potentials carry synchronized frequency information in active cortical networks. Neuron. 47 [PubMed]

Hoffman K, Logothetis N, Turesson H. (2009). Phase coding of faces and objects in the superior temporal sulcus Frontiers in Computational Neuroscience Conference Abstract: Computational and systems neuroscience.

Hopfield JJ. (1995). Pattern recognition computation using action potential timing for stimulus representation. Nature. 376 [PubMed]

Jacobs AL et al. (2009). Ruling out and ruling in neural codes. Proceedings of the National Academy of Sciences of the United States of America. 106 [PubMed]

Jacobs J, Kahana MJ, Ekstrom AD, Fried I. (2007). Brain oscillations control timing of single-neuron activity in humans. The Journal of neuroscience : the official journal of the Society for Neuroscience. 27 [PubMed]

Jensen O, Kaiser J, Lachaux JP. (2007). Human gamma-frequency oscillations associated with attention and memory. Trends in neurosciences. 30 [PubMed]

Johansson RS, Birznieks I. (2004). First spikes in ensembles of human tactile afferents code complex spatial fingertip events. Nature neuroscience. 7 [PubMed]

Kashiwadani H, Sasaki YF, Uchida N, Mori K. (1999). Synchronized oscillatory discharges of mitral/tufted cells with different molecular receptive ranges in the rabbit olfactory bulb. Journal of neurophysiology. 82 [PubMed]

Kayser C, Montemurro MA, Logothetis NK, Panzeri S. (2009). Spike-phase coding boosts and stabilizes information carried by spatial and temporal spike patterns. Neuron. 61 [PubMed]

Kempter R, Gerstner W, van Hemmen JL. (2001). Intrinsic stabilization of output rates by spike-based Hebbian learning. Neural computation. 13 [PubMed]

Kiani R, Esteky H, Tanaka K. (2005). Differences in onset latency of macaque inferotemporal neural responses to primate and non-primate faces. Journal of neurophysiology. 94 [PubMed]

Kistler WM, Gerstner W. (2002). Spiking neuron models.

Klimesch W, Freunberger R, Sauseng P, Gruber W. (2008). A short review of slow phase synchronization and memory: evidence for control processes in different memory systems? Brain research. 1235 [PubMed]

König P, Engel AK, Roelfsema PR, Singer W. (1995). How precise is neuronal synchronization? Neural computation. 7 [PubMed]

Lee H, Simpson GV, Logothetis NK, Rainer G. (2005). Phase locking of single neuron activity to theta oscillations during working memory in monkey extrastriate visual cortex. Neuron. 45 [PubMed]

Lisman J. (2005). The theta/gamma discrete phase code occuring during the hippocampal phase precession may be a more general brain coding scheme. Hippocampus. 15 [PubMed]

Liu RC, Tzonev S, Rebrik S, Miller KD. (2001). Variability and information in a neural code of the cat lateral geniculate nucleus. Journal of neurophysiology. 86 [PubMed]

Markowitz DA, Collman F, Brody CD, Hopfield JJ, Tank DW. (2008). Rate-specific synchrony: using noisy oscillations to detect equally active neurons. Proceedings of the National Academy of Sciences of the United States of America. 105 [PubMed]

Masquelier T, Guyonneau R, Thorpe SJ. (2008). Spike timing dependent plasticity finds the start of repeating patterns in continuous spike trains. PloS one. 3 [PubMed]

Masquelier T, Guyonneau R, Thorpe SJ. (2009). Competitive STDP-based spike pattern learning. Neural computation. 21 [PubMed]

Masquelier T, Thorpe SJ. (2007). Unsupervised learning of visual features through spike timing dependent plasticity. PLoS computational biology. 3 [PubMed]

McLelland D, Paulsen O. (2009). Neuronal oscillations and the rate-to-phase transform: mechanism, model and mutual information. The Journal of physiology. 587 [PubMed]

Mehta MR, Lee AK, Wilson MA. (2002). Role of experience and oscillations in transforming a rate code into a temporal code. Nature. 417 [PubMed]

Montemurro MA, Rasch MJ, Murayama Y, Logothetis NK, Panzeri S. (2008). Phase-of-firing coding of natural visual stimuli in primary visual cortex. Current biology : CB. 18 [PubMed]

O'Keefe J, Recce ML. (1993). Phase relationship between hippocampal place units and the EEG theta rhythm. Hippocampus. 3 [PubMed]

Perez-Orive J et al. (2002). Oscillations and sparsening of odor representations in the mushroom body. Science (New York, N.Y.). 297 [PubMed]

Pouget A, Dayan P, Zemel R. (2000). Information processing with population codes. Nature reviews. Neuroscience. 1 [PubMed]

Ray S, Hsiao SS, Crone NE, Franaszczuk PJ, Niebur E. (2008). Effect of stimulus intensity on the spike-local field potential relationship in the secondary somatosensory cortex. The Journal of neuroscience : the official journal of the Society for Neuroscience. 28 [PubMed]

Rutishauser U, Mamelak A, Ross I, Schuman E. (2009). Predictors of successful memory encoding in the human hippocampus and amygdala Frontiers in Computational Neuroscience, Conference Abstract: Computational and systems neuroscience.

Schaefer AT, Angelo K, Spors H, Margrie TW. (2006). Neuronal oscillations enhance stimulus discrimination by ensuring action potential precision. PLoS biology. 4 [PubMed]

Shadlen MN, Newsome WT. (1998). The variable discharge of cortical neurons: implications for connectivity, computation, and information coding. The Journal of neuroscience : the official journal of the Society for Neuroscience. 18 [PubMed]

Softky WR, Koch C. (1993). The highly irregular firing of cortical cells is inconsistent with temporal integration of random EPSPs. The Journal of neuroscience : the official journal of the Society for Neuroscience. 13 [PubMed]

Song S, Miller KD, Abbott LF. (2000). Competitive Hebbian learning through spike-timing-dependent synaptic plasticity. Nature neuroscience. 3 [PubMed]

Stopfer M, Bhagavan S, Smith BH, Laurent G. (1997). Impaired odour discrimination on desynchronization of odour-encoding neural assemblies. Nature. 390 [PubMed]

Tallon-Baudry C. (2009). The roles of gamma-band oscillatory synchrony in human visual cognition. Frontiers in bioscience (Landmark edition). 14 [PubMed]

Thorpe S, Imbert M. (1989). Biological constraints on connectionist modelling. Connectionism in Perspective..

Thorpe SJ, Delorme A, Perrinet L. (2001). Network of integrate-and-fire neurons using rank order coding B: Spike timing dependent plasticity and emergence of orientation selectivity Neurocomputing. 38

Uchida N, Kepecs A, Mainen ZF. (2006). Seeing at a glance, smelling in a whiff: rapid forms of perceptual decision making. Nature reviews. Neuroscience. 7 [PubMed]

Usrey WM et al. (2008). Retinal oscillations carry visual information to cortex Submitted.

Uzzell VJ, Chichilnisky EJ. (2004). Precision of spike trains in primate retinal ganglion cells. Journal of neurophysiology. 92 [PubMed]

Yoshioka M. (2002). Spike-timing-dependent learning rule to encode spatiotemporal patterns in a network of spiking neurons. Physical review. E, Statistical, nonlinear, and soft matter physics. 65 [PubMed]

van Hemmen JL, Gerstner W, Kempter R. (1999). Hebbian learning and spiking neurons Physical Review E. 59

van Rossum MC, Bi GQ, Turrigiano GG. (2000). Stable Hebbian learning from spike timing-dependent plasticity. The Journal of neuroscience : the official journal of the Society for Neuroscience. 20 [PubMed]

References and models that cite this paper

Gilson M, Masquelier T, Hugues E. (2011). STDP allows fast rate-modulated coding with Poisson-like spike trains. PLoS computational biology. 7 [PubMed]

Masquelier T. (2012). Relative spike time coding and STDP-based orientation selectivity in the early visual system in natural continuous and saccadic vision: a computational model. Journal of computational neuroscience. 32 [PubMed]

Masquelier T, Deco G. (2013). Network bursting dynamics in excitatory cortical neuron cultures results from the combination of different adaptive mechanisms. PloS one. 8 [PubMed]

This website requires cookies and limited processing of your personal data in order to function. By continuing to browse or otherwise use this site, you are agreeing to this use. See our Privacy policy and how to cite and terms of use.