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Volumn 1, Issue NOV, 2007, Pages

Long memory lifetimes require complex synapses and limited sparseness

Author keywords

Learning; Sparseness; Synaptic plasticity

Indexed keywords

DEGREE OF COMPLEXITY; LEARNING; NEURAL REPRESENTATIONS; SPARSE REPRESENTATION; SPARSENESS; SYNAPTIC DYNAMICS; SYNAPTIC MODIFICATION; SYNAPTIC PLASTICITY;

EID: 77953334034     PISSN: 16625188     EISSN: None     Source Type: Journal    
DOI: 10.3389/neuro.10/007.2007     Document Type: Article
Times cited : (32)

References (37)
  • 1
    • 0038927224 scopus 로고
    • Constraints on learning in dynamic synapses
    • Amit, D. J., and Fusi, S. (1992). Constraints on learning in dynamic synapses. Network 3, 443-464.
    • (1992) Network , vol.3 , pp. 443-464
    • Amit, D.J.1    Fusi, S.2
  • 2
    • 0001101723 scopus 로고
    • Learning in neural networks with material synapses
    • Amit, D. J., and Fusi, S. (1994). Learning in neural networks with material synapses. Neural Comput. 6, 957-982.
    • (1994) Neural Comput. , vol.6 , pp. 957-982
    • Amit, D.J.1    Fusi, S.2
  • 3
    • 0032407972 scopus 로고    scopus 로고
    • Neural activity in the primate prefrontal cortex during associative learning
    • Asaad, W. F., Rainer, G., and Miller, E. K. (1998). Neural activity in the primate prefrontal cortex during associative learning. Neuron 21, 1399-1407.
    • (1998) Neuron , vol.21 , pp. 1399-1407
    • Asaad, W.F.1    Rainer, G.2    Miller, E.K.3
  • 5
    • 0025356572 scopus 로고
    • Comparison of spatial and temporal characteristics of neuronal activity in sequential stages of hippocampal processing
    • Barnes, C. A., McNaughton, B. L., Mizumori, S. J., Leonard, B. W., and Lin, L. H. (1990). Comparison of spatial and temporal characteristics of neuronal activity in sequential stages of hippocampal processing. Prog. Brain Res. 83, 287-300.
    • (1990) Prog. Brain Res. , vol.83 , pp. 287-300
    • Barnes, C.A.1    McNaughton, B.L.2    Mizumori, S.J.3    Leonard, B.W.4    Lin, L.H.5
  • 6
    • 36248934673 scopus 로고    scopus 로고
    • Learning real-world stimuli in a neural network with spike-driven synaptic dynamics
    • Brader, J. M., Senn, W., and Fusi, S. (2007). Learning real-world stimuli in a neural network with spike-driven synaptic dynamics. Neural Comput. 19, 2881-2912.
    • (2007) Neural Comput. , vol.19 , pp. 2881-2912
    • Brader, J.M.1    Senn, W.2    Fusi, S.3
  • 7
    • 0345327767 scopus 로고    scopus 로고
    • Dynamic receptive fields of reconstructed pyramidal cells in layers 3 and 2 of rat somatosensory barrel cortex
    • Brecht, M., Roth, A., and Sakmann, B. (2003). Dynamic receptive fields of reconstructed pyramidal cells in layers 3 and 2 of rat somatosensory barrel cortex. J. Physiol. 553, 243-265.
    • (2003) J. Physiol. , vol.553 , pp. 243-265
    • Brecht, M.1    Roth, A.2    Sakmann, B.3
  • 8
    • 0042255141 scopus 로고    scopus 로고
    • Slow stochastic learning of classes of stimuli in a recurrent neural network
    • Brunel, N., Carusi, F., and Fusi, S. (1998). Slow stochastic learning of classes of stimuli in a recurrent neural network. Netw. Comput. Neural Syst. 9, 123-152.
    • (1998) Netw. Comput. Neural Syst. , vol.9 , pp. 123-152
    • Brunel, N.1    Carusi, F.2    Fusi, S.3
  • 9
    • 0041819709 scopus 로고    scopus 로고
    • Binary spiking in auditory cortex
    • DeWeese, M. R., Wehr, M., and Zador, A. M. (2003). Binary spiking in auditory cortex. J. Neurosci. 23, 7940-7949.
    • (2003) J. Neurosci. , vol.23 , pp. 7940-7949
    • DeWeese, M.R.1    Wehr, M.2    Zador, A.M.3
  • 11
    • 2542431775 scopus 로고    scopus 로고
    • Hebbian spike-driven synaptic plasticity for learning patterns of mean firing rates
    • Fusi, S. (2002). Hebbian spike-driven synaptic plasticity for learning patterns of mean firing rates. Biol. Cybern. 17, 305-317.
    • (2002) Biol. Cybern. , vol.17 , pp. 305-317
    • Fusi, S.1
  • 12
    • 33947631984 scopus 로고    scopus 로고
    • Limits on the memory storage capacity of bounded synapses
    • Fusi, S., and Abbott, L. F. (2007). Limits on the memory storage capacity of bounded synapses. Nat. Neurosci. 10, 485-493.
    • (2007) Nat. Neurosci. , vol.10 , pp. 485-493
    • Fusi, S.1    Abbott, L.F.2
  • 13
    • 33745683388 scopus 로고    scopus 로고
    • Eluding oblivion with smart stochastic selection of synaptic updates
    • Fusi, S., and Senn, W. (2006). Eluding oblivion with smart stochastic selection of synaptic updates. Chaos 16, 026112.
    • (2006) Chaos , vol.16 , pp. 026112
    • Fusi, S.1    Senn, W.2
  • 14
    • 0034293117 scopus 로고    scopus 로고
    • Spike-driven synaptic plasticity: Theory, simulation, VLSI implementation
    • Fusi, S., Badoni, D., Salamon, A., and Amit, D. J. (2000). Spike-driven synaptic plasticity: theory, simulation, VLSI implementation. Neural Comput. 12, 2227-2258.
    • (2000) Neural Comput. , vol.12 , pp. 2227-2258
    • Fusi, S.1    Badoni, D.2    Salamon, A.3    Amit, D.J.4
  • 15
    • 13844266723 scopus 로고    scopus 로고
    • Cascade models of synaptically stored memories
    • Fusi, S., Drew, P. J., and Abbott, L. F. (2005). Cascade models of synaptically stored memories. Neuron 45, 599-611.
    • (2005) Neuron , vol.45 , pp. 599-611
    • Fusi, S.1    Drew, P.J.2    Abbott, L.F.3
  • 16
    • 33344478663 scopus 로고    scopus 로고
    • The tempotron: A neuron that learns spike timingbased decisions
    • Gütig, R., and Sompolinsky, H. (2006). The tempotron: a neuron that learns spike timingbased decisions. Nat. Neurosci. 9, 420-428.
    • (2006) Nat. Neurosci. , vol.9 , pp. 420-428
    • Gütig, R.1    Sompolinsky, H.2
  • 17
    • 0027156030 scopus 로고
    • Spatial selectivity of unit activity in the hippocampal granular layer
    • Jung, M. W., and McNaughton, B. L. (1993). Spatial selectivity of unit activity in the hippocampal granular layer. Hippocampus 3, 165-182.
    • (1993) Hippocampus , vol.3 , pp. 165-182
    • Jung, M.W.1    McNaughton, B.L.2
  • 18
    • 36849041065 scopus 로고    scopus 로고
    • Sparseness constrains the prolongation of memory lifetime via synaptic meta-plasticity
    • Leibold, C., and Kempter, R. (2007). Sparseness constrains the prolongation of memory lifetime via synaptic meta-plasticity. Cereb. Cortex. 18, 67-77.
    • (2007) Cereb. Cortex. , vol.18 , pp. 67-77
    • Leibold, C.1    Kempter, R.2
  • 19
    • 21544454657 scopus 로고    scopus 로고
    • Learning in realistic networks of spiking neurons and spike-driven plastic synapses
    • Mongillo, G., Curti, E., Romani, S., and Amit, D. J. (2005). Learning in realistic networks of spiking neurons and spike-driven plastic synapses. Eur. J. Neurosci. 21, 3143-3160.
    • (2005) Eur. J. Neurosci. , vol.21 , pp. 3143-3160
    • Mongillo, G.1    Curti, E.2    Romani, S.3    Amit, D.J.4
  • 20
    • 8444244959 scopus 로고    scopus 로고
    • Discrete synaptic states define a major mechanism of synapse plasticity
    • Montgomery, J. M., and Madison, D. V. (2004). Discrete synaptic states define a major mechanism of synapse plasticity. Trends Neurosci. 27, 744-750.
    • (2004) Trends Neurosci. , vol.27 , pp. 744-750
    • Montgomery, J.M.1    Madison, D.V.2
  • 21
    • 22144441670 scopus 로고    scopus 로고
    • Graded bidirectional synaptic plasticity is composed of switch-like unitary events
    • O'Connor, D., Wittenberg, G., and Wang, S.-H. (2005). Graded bidirectional synaptic plasticity is composed of switch-like unitary events. Proc. Natl. Acad. Sci. USA 102, 9679-9684.
    • (2005) Proc. Natl. Acad. Sci. USA , vol.102 , pp. 9679-9684
    • O'Connor, D.1    Wittenberg, G.2    Wang, S.-H.3
  • 22
    • 21144472440 scopus 로고
    • Short-and long-range connections in associative memory
    • O'Kane, C., and Treves, A. (1992). Short-and long-range connections in associative memory. J. Phys. A: Math. Gen. 25, 5055-5069.
    • (1992) J. Phys. A: Math. Gen. , vol.25 , pp. 5055-5069
    • O'Kane, C.1    Treves, A.2
  • 23
    • 36149035600 scopus 로고
    • A memory which forgets
    • Parisi, G. (1986). A memory which forgets. J. Phys. A: Math. Gen. 19, 617-619.
    • (1986) J. Phys. A: Math. Gen. , vol.19 , pp. 617-619
    • Parisi, G.1
  • 24
    • 21344435992 scopus 로고    scopus 로고
    • Invariant visual representation by single neurons in the human brain
    • Quiroga, R. Q., Reddy, L., Kreiman, G., Koch, C., and Fried, I. (2005). Invariant visual representation by single neurons in the human brain. Nature 435, 1102-1107.
    • (2005) Nature , vol.435 , pp. 1102-1107
    • Quiroga, R.Q.1    Reddy, L.2    Kreiman, G.3    Koch, C.4    Fried, I.5
  • 25
    • 0036592025 scopus 로고    scopus 로고
    • Dopamine-dependent plasticity of corticostriatal synapses
    • Reynolds, J. N. J., and Wickens, J. R. (2002). Dopamine-dependent plasticity of corticostriatal synapses. Neural Netw. 15, 507-521.
    • (2002) Neural Netw. , vol.15 , pp. 507-521
    • Reynolds, J.N.J.1    Wickens, J.R.2
  • 26
    • 0028963104 scopus 로고
    • Sparseness of the neuronal representation of stimuli in the primate temporal visual cortex
    • Comparative Study
    • Rolls, E. T., and Tovee, M. J. (1995). Sparseness of the neuronal representation of stimuli in the primate temporal visual cortex. J. Neurophysiol. 73, 713-726. Comparative Study.
    • (1995) J. Neurophysiol. , vol.73 , pp. 713-726
    • Rolls, E.T.1    Tovee, M.J.2
  • 27
    • 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
  • 29
    • 79960088108 scopus 로고    scopus 로고
    • The nature of neuronal clustering in inferotemporal cortex of macaque monkey revealed by optical imaging and extracellular recording
    • San Diego, USA
    • Sato, T., Uchida, G., and Tanifuji, M. (2007). The nature of neuronal clustering in inferotemporal cortex of macaque monkey revealed by optical imaging and extracellular recording. 34th Ann. Meet. of Soc. for Neuroscience, San Diego, USA.
    • (2007) 34th Ann. Meet. of Soc. for Neuroscience
    • Sato, T.1    Uchida, G.2    Tanifuji, M.3
  • 30
    • 0015880144 scopus 로고
    • Learning 10,000 pictures
    • Standing, L. (1973). Learning 10,000 pictures. Q. J. Exp. Psychol. 25, 207-222.
    • (1973) Q. J. Exp. Psychol. , vol.25 , pp. 207-222
    • Standing, L.1
  • 31
    • 0001272825 scopus 로고
    • Graded-response neurons and information encodings in autoassociative memories
    • Treves, A. (1990). Graded-response neurons and information encodings in autoassociative memories. Phys. Rev. A 42, 2418-2430.
    • (1990) Phys. Rev. A , vol.42 , pp. 2418-2430
    • Treves, A.1
  • 32
    • 0039366536 scopus 로고
    • Associative memory in neural networks with binary synapses
    • Tsodyks, M. (1990). Associative memory in neural networks with binary synapses. Mod. Phys. Lett. B B4, 713-716.
    • (1990) Mod. Phys. Lett. B , vol.B4 , pp. 713-716
    • Tsodyks, M.1
  • 33
    • 84956108236 scopus 로고
    • Enhanced storage capacity in neural networks with low level of activity
    • Tsodyks, M., and Feigelman, M. (1988). Enhanced storage capacity in neural networks with low level of activity. Europhys. Lett. 6, 101.
    • (1988) Europhys. Lett. , vol.6 , pp. 101
    • Tsodyks, M.1    Feigelman, M.2
  • 34
    • 0034938990 scopus 로고    scopus 로고
    • Complex objects are represented in macaque inferotemporal cortex by the combination of feature columns
    • Tsunoda, K., Yamane, Y., Nishizaki, M., and Tanifuji, M. (2001). Complex objects are represented in macaque inferotemporal cortex by the combination of feature columns. Nat. Neurosci. 4, 832-838.
    • (2001) Nat. Neurosci. , vol.4 , pp. 832-838
    • Tsunoda, K.1    Yamane, Y.2    Nishizaki, M.3    Tanifuji, M.4
  • 35
    • 0029927108 scopus 로고    scopus 로고
    • Optical imaging of functional organization in the monkey inferotemporal cortex
    • Wang, G., Tanaka, K., and Tanifuji, M. (1996). Optical imaging of functional organization in the monkey inferotemporal cortex. Science 272, 1665-1668.
    • (1996) Science , vol.272 , pp. 1665-1668
    • Wang, G.1    Tanaka, K.2    Tanifuji, M.3
  • 37
    • 0038275938 scopus 로고    scopus 로고
    • Reversal and stabilization of synaptic modifications in a developing visual system
    • Zhou, Q., Tao, H. W., and Poo, M. (2003). Reversal and stabilization of synaptic modifications in a developing visual system. Science 300, 1953-1957.
    • (2003) Science , vol.300 , pp. 1953-1957
    • Zhou, Q.1    Tao, H.W.2    Poo, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.