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Volumn 107, Issue 10, 2010, Pages 4722-4727

Perceptron learning rule derived from spike-frequency adaptation and spike-time-dependent plasticity

Author keywords

Delta learning rule; Hebbian learning; Sensory fusion; Supervised; Synaptic potentiation

Indexed keywords

ADAPTATION; ANIMAL EXPERIMENT; ARTICLE; AUDITORY NERVOUS SYSTEM; AUDITORY STIMULATION; BRAIN FUNCTION; INFERIOR COLLICULUS; INFORMATION PROCESSING; LEARNING; MATHEMATICAL ANALYSIS; NERVE CELL PLASTICITY; NONHUMAN; OWL; PERCEPTRON; PRIORITY JOURNAL; SPIKE; SYNAPSE; SYNAPTIC SPIKE TIME DEPENDENT PLASTICITY; TUNING CURVE; VISUAL STIMULATION;

EID: 77949531669     PISSN: 00278424     EISSN: 10916490     Source Type: Journal    
DOI: 10.1073/pnas.0909394107     Document Type: Article
Times cited : (26)

References (43)
  • 1
    • 13244255412 scopus 로고    scopus 로고
    • A hierarchical Bayesian model for learning nonlinear statistical regularities in nonstationary natural signals
    • Karklin Y, Lewicki MS (2005) A hierarchical Bayesian model for learning nonlinear statistical regularities in nonstationary natural signals. Neural Comput 17:397-423.
    • (2005) Neural Comput , vol.17 , pp. 397-423
    • Karklin, Y.1    Lewicki, M.S.2
  • 2
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-cell receptive field properties by learning a sparse code for natural images
    • Olshausen BA, Field DJ (1996) Emergence of simple-cell receptive field properties by learning a sparse code for natural images. Nature 381:607-609.
    • (1996) Nature , vol.381 , pp. 607-609
    • Olshausen, B.A.1    Field, D.J.2
  • 3
    • 0043268767 scopus 로고    scopus 로고
    • Emergence of neural integration in the head-direction system by visual supervision
    • Hahnloser RH (2003) Emergence of neural integration in the head-direction system by visual supervision. Neuroscience 120:877-891.
    • (2003) Neuroscience , vol.120 , pp. 877-891
    • Hahnloser, R.H.1
  • 4
    • 0024602545 scopus 로고
    • Integrating with neurons
    • Robinson DA (1989) Integrating with neurons. Annu Rev Neurosci 12:33-45.
    • (1989) Annu Rev Neurosci , vol.12 , pp. 33-45
    • Robinson, D.A.1
  • 5
    • 0036835820 scopus 로고    scopus 로고
    • Selectively grouping neurons in recurrent networks of lateral inhibition
    • Xie X, Hahnloser RH, Seung HS (2002) Selectively grouping neurons in recurrent networks of lateral inhibition. Neural Comput 14:2627-2646.
    • (2002) Neural Comput , vol.14 , pp. 2627-2646
    • Xie, X.1    Hahnloser, R.H.2    Seung, H.S.3
  • 6
    • 21744442892 scopus 로고    scopus 로고
    • Dynamic plasticity in coupled avian midbrain maps
    • Atwal GS (2004) Dynamic plasticity in coupled avian midbrain maps. Phys Rev E 70:061904.
    • (2004) Phys Rev E , vol.70 , pp. 061904
    • Atwal, G.S.1
  • 7
    • 60549084149 scopus 로고    scopus 로고
    • Synaptic depression enables neuronal gain control
    • Rothman JS, Cathala L, Steuber V, Silver RA (2009) Synaptic depression enables neuronal gain control. Nature 457:1015-1018.
    • (2009) Nature , vol.457 , pp. 1015-1018
    • Rothman, J.S.1    Cathala, L.2    Steuber, V.3    Silver, R.A.4
  • 8
    • 0141749203 scopus 로고    scopus 로고
    • A universal model for spike-frequency adaptation
    • Benda J, Herz AV (2003) A universal model for spike-frequency adaptation. Neural Comput 15:2523-2564.
    • (2003) Neural Comput , vol.15 , pp. 2523-2564
    • Benda, J.1    Herz, A.V.2
  • 9
    • 14644428975 scopus 로고    scopus 로고
    • Spike-frequency adaptation separates transient communication signals from background oscillations
    • Benda J, Longtin A, Maler L (2005) Spike-frequency adaptation separates transient communication signals from background oscillations. J Neurosci 25:2312-2321.
    • (2005) J Neurosci , vol.25 , pp. 2312-2321
    • Benda, J.1    Longtin, A.2    Maler, L.3
  • 10
    • 0027424644 scopus 로고
    • Experience-dependent plasticity in the inferior colliculus: A site for visual calibration of the neural representation of auditory space in the barn owl
    • Brainard MS, Knudsen EI (1993) Experience-dependent plasticity in the inferior colliculus: A site for visual calibration of the neural representation of auditory space in the barn owl. J Neurosci 13:4589-4608.
    • (1993) J Neurosci , vol.13 , pp. 4589-4608
    • Brainard, M.S.1    Knudsen, E.I.2
  • 11
    • 0026416976 scopus 로고
    • Visual instruction of the neural map of auditory space in the developing optic tectum
    • Knudsen EI, Brainard MS (1991) Visual instruction of the neural map of auditory space in the developing optic tectum. Science 253:85-87.
    • (1991) Science , vol.253 , pp. 85-87
    • Knudsen, E.I.1    Brainard, M.S.2
  • 12
    • 11144273669 scopus 로고
    • The perceptron: A probabilistic model for information storage and organization in the brain
    • Rosenblatt F (1958) The perceptron: A probabilistic model for information storage and organization in the brain. Psychol Rev 65:386-408.
    • (1958) Psychol Rev , vol.65 , pp. 386-408
    • Rosenblatt, F.1
  • 14
    • 4444234075 scopus 로고    scopus 로고
    • Optimal information storage and the distribution of synaptic weights: Perceptron versus Purkinje cell
    • Brunel N, Hakim V, Isope P, Nadal JP, Barbour B (2004) Optimal information storage and the distribution of synaptic weights: Perceptron versus Purkinje cell. Neuron 43:745-757.
    • (2004) Neuron , vol.43 , pp. 745-757
    • Brunel, N.1    Hakim, V.2    Isope, P.3    Nadal, J.P.4    Barbour, B.5
  • 15
    • 35348872545 scopus 로고    scopus 로고
    • Model of birdsong learning based on gradient estimation by dynamic perturbation of neural conductances
    • Fiete IR, Fee MS, Seung HS (2007) Model of birdsong learning based on gradient estimation by dynamic perturbation of neural conductances. J Neurophysiol 98:2038-2057.
    • (2007) J Neurophysiol , vol.98 , pp. 2038-2057
    • Fiete, I.R.1    Fee, M.S.2    Seung, H.S.3
  • 16
    • 16544371162 scopus 로고    scopus 로고
    • Tuning curve sharpening for orientation selectivity: Coding efficiency and the impact of correlations
    • Seriès P, Latham PE, Pouget A (2004) Tuning curve sharpening for orientation selectivity: Coding efficiency and the impact of correlations. Nat Neurosci 7:1129-1135.
    • (2004) Nat Neurosci , vol.7 , pp. 1129-1135
    • Seriès, P.1    Latham, P.E.2    Pouget, A.3
  • 17
    • 33744978803 scopus 로고    scopus 로고
    • Learning cross-modal spatial transformations through spike timing-dependent plasticity
    • Davison AP, Frégnac Y (2006) Learning cross-modal spatial transformations through spike timing-dependent plasticity. J Neurosci 26:5604-5615.
    • (2006) J Neurosci , vol.26 , pp. 5604-5615
    • Davison, A.P.1    Frégnac, Y.2
  • 18
    • 43949122539 scopus 로고    scopus 로고
    • Inhibition, not excitation, is the key to multimodal sensory integration
    • Friedel P, van Hemmen JL (2008) Inhibition, not excitation, is the key to multimodal sensory integration. Biol Cybern 98:597-618.
    • (2008) Biol Cybern , vol.98 , pp. 597-618
    • Friedel, P.1    van Hemmen, J.L.2
  • 19
    • 25144452832 scopus 로고    scopus 로고
    • What can a neuron learn with spike-timing-dependent plasticity?
    • Legenstein R, Naeger C, Maass W (2005) What can a neuron learn with spike-timing-dependent plasticity? Neural Comput 17:2337-2382.
    • (2005) Neural Comput , vol.17 , pp. 2337-2382
    • Legenstein, R.1    Naeger, C.2    Maass, W.3
  • 20
    • 33746630202 scopus 로고    scopus 로고
    • Adaptation in the auditory space map of the barn owl
    • Gutfreund Y, Knudsen EI (2006) Adaptation in the auditory space map of the barn owl. J Neurophysiol 96:813-825.
    • (2006) J Neurophysiol , vol.96 , pp. 813-825
    • Gutfreund, Y.1    Knudsen, E.I.2
  • 21
    • 0032186220 scopus 로고    scopus 로고
    • Linearization of F-I curves by adaptation
    • Ermentrout B (1998) Linearization of F-I curves by adaptation. Neural Comput 10:1721-1729.
    • (1998) Neural Comput , vol.10 , pp. 1721-1729
    • Ermentrout, B.1
  • 22
    • 0037199954 scopus 로고    scopus 로고
    • Gated visual input to the central auditory system
    • Gutfreund Y, Zheng W, Knudsen EI (2002) Gated visual input to the central auditory system. Science 297:1556-1559.
    • (2002) Science , vol.297 , pp. 1556-1559
    • Gutfreund, Y.1    Zheng, W.2    Knudsen, E.I.3
  • 23
    • 0033860923 scopus 로고    scopus 로고
    • Competitive Hebbian learning through spike-timing-dependent synaptic plasticity
    • Song S, Miller KD, Abbott LF (2000) Competitive Hebbian learning through spike-timing-dependent synaptic plasticity. Nat Neurosci 3:919-926.
    • (2000) Nat Neurosci , vol.3 , pp. 919-926
    • Song, S.1    Miller, K.D.2    Abbott, L.F.3
  • 24
    • 0000650934 scopus 로고
    • Reduction of conductance-based models with slow synapses to neural nets
    • Ermentrout B (1994) Reduction of conductance-based models with slow synapses to neural nets. Neural Comput 6:679-695.
    • (1994) Neural Comput , vol.6 , pp. 679-695
    • Ermentrout, B.1
  • 25
    • 55249119063 scopus 로고    scopus 로고
    • A Hebbian learning rule mediates asymmetric plasticity in aligning sensory representations
    • Witten IB, Knudsen EI, Sompolinsky H (2008) A Hebbian learning rule mediates asymmetric plasticity in aligning sensory representations. J Neurophysiol 100:1067-1079.
    • (2008) J Neurophysiol , vol.100 , pp. 1067-1079
    • Witten, I.B.1    Knudsen, E.I.2    Sompolinsky, H.3
  • 26
    • 39749180280 scopus 로고    scopus 로고
    • Rapid neural coding in the retina with relative spike latencies
    • Gollisch T, Meister M (2008) Rapid neural coding in the retina with relative spike latencies. Science 319:1108-1111.
    • (2008) Science , vol.319 , pp. 1108-1111
    • Gollisch, T.1    Meister, M.2
  • 27
    • 38949211839 scopus 로고    scopus 로고
    • Stimulus-specific adaptations in the gaze control system of the barn owl
    • Reches A, Gutfreund Y (2008) Stimulus-specific adaptations in the gaze control system of the barn owl. J Neurosci 28:1523-1533.
    • (2008) J Neurosci , vol.28 , pp. 1523-1533
    • Reches, A.1    Gutfreund, Y.2
  • 28
    • 36849093985 scopus 로고    scopus 로고
    • Top-down control of multimodal sensitivity in the barn owl optic tectum
    • Winkowski DE, Knudsen EI (2007) Top-down control of multimodal sensitivity in the barn owl optic tectum. J Neurosci 27:13279-13291.
    • (2007) J Neurosci , vol.27 , pp. 13279-13291
    • Winkowski, D.E.1    Knudsen, E.I.2
  • 29
    • 20444423773 scopus 로고    scopus 로고
    • Axodendritic contacts onto calcium/calmodulin-dependent protein kinase type II-expressing neurons in the barn owl auditory space map
    • Rodriguez-Contreras A, Liu XB, DeBello WM (2005) Axodendritic contacts onto calcium/calmodulin-dependent protein kinase type II-expressing neurons in the barn owl auditory space map. J Neurosci 25:5611-5622.
    • (2005) J Neurosci , vol.25 , pp. 5611-5622
    • Rodriguez-Contreras, A.1    Liu, X.B.2    DeBello, W.M.3
  • 30
    • 0031819720 scopus 로고    scopus 로고
    • Estimates of the net excitatory currents evoked by visual stimulation of identified neurons in cat visual cortex
    • Ahmed B, Anderson JC, Douglas RJ, Martin KA, Whitteridge D (1998) Estimates of the net excitatory currents evoked by visual stimulation of identified neurons in cat visual cortex. Cereb Cortex 8:462-476.
    • (1998) Cereb Cortex , vol.8 , pp. 462-476
    • Ahmed, B.1    Anderson, J.C.2    Douglas, R.J.3    Martin, K.A.4    Whitteridge, D.5
  • 31
    • 0036340236 scopus 로고    scopus 로고
    • Spike frequency adaptation and neocortical rhythms
    • Fuhrmann G, Markram H, Tsodyks M (2002) Spike frequency adaptation and neocortical rhythms. J Neurophysiol 88:761-770.
    • (2002) J Neurophysiol , vol.88 , pp. 761-770
    • Fuhrmann, G.1    Markram, H.2    Tsodyks, M.3
  • 32
    • 30644480560 scopus 로고    scopus 로고
    • Receptive-field modification in rat visual cortex induced by paired visual stimulation and single-cell spiking
    • Meliza CD, Dan Y (2006) Receptive-field modification in rat visual cortex induced by paired visual stimulation and single-cell spiking. Neuron 49:183-189.
    • (2006) Neuron , vol.49 , pp. 183-189
    • Meliza, C.D.1    Dan, Y.2
  • 33
    • 0035950231 scopus 로고    scopus 로고
    • Pairing-induced changes of orientation maps in cat visual cortex
    • Schuett S, Bonhoeffer T, Hübener M (2001) Pairing-induced changes of orientation maps in cat visual cortex. Neuron 32:325-337.
    • (2001) Neuron , vol.32 , pp. 325-337
    • Schuett, S.1    Bonhoeffer, T.2    Hübener, M.3
  • 34
    • 0029940489 scopus 로고    scopus 로고
    • Microcircuitry of forward and feedback connections within rat visual cortex
    • Johnson RR, Burkhalter A (1996) Microcircuitry of forward and feedback connections within rat visual cortex. J Comp Neurol 368:383-398.
    • (1996) J Comp Neurol , vol.368 , pp. 383-398
    • Johnson, R.R.1    Burkhalter, A.2
  • 35
    • 3943088427 scopus 로고    scopus 로고
    • Neuronal circuits of the neocortex
    • Douglas RJ, Martin KA (2004) Neuronal circuits of the neocortex. Annu Rev Neurosci 27:419-451.
    • (2004) Annu Rev Neurosci , vol.27 , pp. 419-451
    • Douglas, R.J.1    Martin, K.A.2
  • 36
    • 0035489925 scopus 로고    scopus 로고
    • Spike-timing-dependent Hebbian plasticity as temporal difference learning
    • Rao RP, Sejnowski TJ (2001) Spike-timing-dependent Hebbian plasticity as temporal difference learning. Neural Comput 13:2221-2237.
    • (2001) Neural Comput , vol.13 , pp. 2221-2237
    • Rao, R.P.1    Sejnowski, T.J.2
  • 37
    • 17044416469 scopus 로고    scopus 로고
    • Generalized Bienenstock-Cooper-Munro rule for spiking neurons that maximizes information transmission
    • Toyoizumi T, Pfister JP, Aihara K, Gerstner W (2005) Generalized Bienenstock-Cooper-Munro rule for spiking neurons that maximizes information transmission. Proc Natl Acad Sci USA 102:5239-5244.
    • (2005) Proc Natl Acad Sci USA , vol.102 , pp. 5239-5244
    • Toyoizumi, T.1    Pfister, J.P.2    Aihara, K.3    Gerstner, W.4
  • 38
    • 84872232047 scopus 로고    scopus 로고
    • Slowness: An objective for spike-timing-dependent plasticity?
    • Sprekeler H, Michaelis C, Wiskott L (2007) Slowness: An objective for spike-timing-dependent plasticity? PLOS Comput Biol 3:1136-1148.
    • (2007) PLOS Comput Biol , vol.3 , pp. 1136-1148
    • Sprekeler, H.1    Michaelis, C.2    Wiskott, L.3
  • 39
    • 0028145624 scopus 로고
    • NMDA and non-NMDA glutamate receptors in auditory transmission in the barn owl inferior colliculus
    • Feldman DE, Knudsen EI (1994) NMDA and non-NMDA glutamate receptors in auditory transmission in the barn owl inferior colliculus. J Neurosci 14:5939-5958.
    • (1994) J Neurosci , vol.14 , pp. 5939-5958
    • Feldman, D.E.1    Knudsen, E.I.2
  • 40
    • 15044340596 scopus 로고    scopus 로고
    • Spike-timing-dependent synaptic plasticity depends on dendritic location
    • Froemke RC, Poo MM, Dan Y (2005) Spike-timing-dependent synaptic plasticity depends on dendritic location. Nature 434:221-225.
    • (2005) Nature , vol.434 , pp. 221-225
    • Froemke, R.C.1    Poo, M.M.2    Dan, Y.3
  • 41
    • 0033662413 scopus 로고    scopus 로고
    • Timing-based LTP and LTD at vertical inputs to layer II/III pyramidal cells in rat barrel cortex
    • Feldman DE (2000) Timing-based LTP and LTD at vertical inputs to layer II/III pyramidal cells in rat barrel cortex. Neuron 27:45-56.
    • (2000) Neuron , vol.27 , pp. 45-56
    • Feldman, D.E.1
  • 42
    • 33745029700 scopus 로고    scopus 로고
    • Extending the effects of spike-timing-dependent plasticity to behavioral timescales
    • Drew PJ, Abbott LF (2006) Extending the effects of spike-timing-dependent plasticity to behavioral timescales. Proc Natl Acad Sci USA 103:8876-8881.
    • (2006) Proc Natl Acad Sci USA , vol.103 , pp. 8876-8881
    • Drew, P.J.1    Abbott, L.F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.