메뉴 건너뛰기




Volumn 954, Issue , 2007, Pages 56-73

Towards a cross-level theory of neural learning

Author keywords

Machine learning; Neuroscience; Reductionist hierarchy; Spiking neurons

Indexed keywords


EID: 71449107306     PISSN: 0094243X     EISSN: 15517616     Source Type: Conference Proceeding    
DOI: 10.1063/1.2821301     Document Type: Conference Paper
Times cited : (5)

References (50)
  • 1
    • 34848826326 scopus 로고    scopus 로고
    • Transcranial magnetic stimulation elicits coupled neural and hemodynmaic consequences
    • Allen E.A et al. 2007. Transcranial magnetic stimulation elicits coupled neural and hemodynmaic consequences. Science, 317, 1918-21
    • (2007) Science , vol.317 , pp. 1918-1921
    • Allen, E.A.1
  • 3
    • 0000396062 scopus 로고    scopus 로고
    • Natural gradient works efficiently in learning
    • Amari S-I. 1997. Natural gradient works efficiently in learning. Neural Computation, 10, 251-276
    • (1997) Neural Computation , vol.10 , pp. 251-276
    • Amari, S.-I.1
  • 4
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Bell A.J. and Sejnowski T.J. 1995. An information-maximization approach to blind separation and blind deconvolution. Neural Computation, 7, 6, 1129-1159
    • (1995) Neural Computation , vol.7 , Issue.6 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 5
    • 0030832881 scopus 로고    scopus 로고
    • The 'independent' components of natural images are edge-filters
    • Bell A.J. and Sejnowski T.J. 1997. The 'independent' components of natural images are edge-filters. Vision Research, 37, 3327-3338
    • (1997) Vision Research , vol.37 , pp. 3327-3338
    • Bell, A.J.1    Sejnowski, T.J.2
  • 6
    • 0033616131 scopus 로고    scopus 로고
    • Bell A.J. Levels and loops: the future of Artificial Intelligence and Neuroscience. 1999. Phil. Trans. R. Soc. Land. B 354, 2013-2020
    • Bell A.J. Levels and loops: the future of Artificial Intelligence and Neuroscience. 1999. Phil. Trans. R. Soc. Land. B 354, 2013-2020
  • 9
    • 0032127595 scopus 로고    scopus 로고
    • Neuronal calcium signaling
    • Berridge M.J. 1998. Neuronal calcium signaling. Neuron, 21, 13-26
    • (1998) Neuron , vol.21 , pp. 13-26
    • Berridge, M.J.1
  • 10
    • 33846934069 scopus 로고    scopus 로고
    • Neural sparseness in cat and monkey visual cortex studied with silicon polytrode arrays
    • Atlanta, Georgia
    • Blanche T.J., Freiwald W.A. and Swindale N.V. 2006. Neural sparseness in cat and monkey visual cortex studied with silicon polytrode arrays. Society of Neuroscience Abstracts, Atlanta, Georgia
    • (2006) Society of Neuroscience Abstracts
    • Blanche, T.J.1    Freiwald, W.A.2    Swindale, N.V.3
  • 12
    • 0031122399 scopus 로고    scopus 로고
    • Infomax and maximum likelihood for blind source separation
    • Cardoso J.-F. 1997. Infomax and maximum likelihood for blind source separation. IEEE Signal Processing Letters, 4, 4, 112-114
    • (1997) IEEE Signal Processing Letters , vol.4 , Issue.4 , pp. 112-114
    • Cardoso, J.-F.1
  • 13
    • 71449100758 scopus 로고    scopus 로고
    • From information geometry to Newtonian dynamics
    • Caticha A. and Cafaro C. 2008. From information geometry to Newtonian dynamics. In [31] (this volume)
    • (2008) In [31] (this
    • Caticha, A.1    Cafaro, C.2
  • 14
    • 33748808979 scopus 로고    scopus 로고
    • High Gamma Power Is Phase-Locked to Theta Oscillations in Human Neocortex
    • Canolty R.T et al. 2006. High Gamma Power Is Phase-Locked to Theta Oscillations in Human Neocortex. Science, 313, 5793, 1626-28
    • (2006) Science , vol.313 , Issue.5793 , pp. 1626-1628
    • Canolty, R.T.1
  • 15
    • 5344240347 scopus 로고    scopus 로고
    • Dan, Y. & Poo, M.-m 2004. Spike timing-dependent plasticity of neural circuits. Neuron 44, 23-30
    • Dan, Y. & Poo, M.-m 2004. Spike timing-dependent plasticity of neural circuits. Neuron 44, 23-30
  • 16
    • 18744364770 scopus 로고    scopus 로고
    • Maximum entropy production and the fluctuation theorem
    • Dewar R.C. 2005. Maximum entropy production and the fluctuation theorem J. Phys. A: Math. Gen., 38, L371-381
    • (2005) J. Phys. A: Math. Gen , vol.38
    • Dewar, R.C.1
  • 17
    • 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
    • (2003) J. Neurosci , vol.23 , pp. 7940
    • DeWeese, M.R.1    Wehr, M.2    Zador, A.M.3
  • 18
    • 0035478585 scopus 로고    scopus 로고
    • Macromolecular crowding: Obvious but underappreciated
    • Ellis R. J. 2001. Macromolecular crowding: obvious but underappreciated. Trends in Biochem. Sci., 26, 10, 597-604
    • (2001) Trends in Biochem. Sci , vol.26 , Issue.10 , pp. 597-604
    • Ellis, R.J.1
  • 19
    • 0037165165 scopus 로고    scopus 로고
    • Humans integrate visual and haptic information in a statistically optimal fashion
    • Ernst M.O. and Banks M.S. 2002. Humans integrate visual and haptic information in a statistically optimal fashion. Nature, 415, 6870, 429-33
    • (2002) Nature , vol.415 , Issue.6870 , pp. 429-433
    • Ernst, M.O.1    Banks, M.S.2
  • 20
    • 25144464991 scopus 로고    scopus 로고
    • A mechanism for cognitive dynamics: Neuronal communication through neuronal coherence
    • Fries P. 2005. A mechanism for cognitive dynamics: neuronal communication through neuronal coherence. Trends Cogn. Sci., 9, 474
    • (2005) Trends Cogn. Sci , vol.9 , pp. 474
    • Fries, P.1
  • 23
    • 33745801153 scopus 로고    scopus 로고
    • Hancock J.F. Lipid rafts: contentious only from simplistic standpoints. 2006. Nature Rev. Molec. Cell Biol., 7, 456-462
    • Hancock J.F. Lipid rafts: contentious only from simplistic standpoints. 2006. Nature Rev. Molec. Cell Biol., 7, 456-462
  • 26
    • 0013344078 scopus 로고    scopus 로고
    • Training Products of Experts by Minimizing Contrastive Divergence
    • Hinton, G.E. 2002. Training Products of Experts by Minimizing Contrastive Divergence. Neural Computation, 14, 1771-1800
    • (2002) Neural Computation , vol.14 , pp. 1771-1800
    • Hinton, G.E.1
  • 27
    • 0034920427 scopus 로고    scopus 로고
    • A Two-Layer Sparse Coding Model Learns Simple and Complex Cell Receptive Fields and Topography from Natural Images
    • Hyvärinen A. and Hoyer P. 2001. A Two-Layer Sparse Coding Model Learns Simple and Complex Cell Receptive Fields and Topography from Natural Images. Vision Research, 41, 18, 2413-23
    • (2001) Vision Research , vol.41 , Issue.18 , pp. 2413-2423
    • Hyvärinen, A.1    Hoyer, P.2
  • 28
    • 33845901815 scopus 로고    scopus 로고
    • Lipid rafts: At a crossroads between cell biology and physics
    • Jacobson K., Mouritsen O.G. and Anderson R.G.W. 2007. Lipid rafts: at a crossroads between cell biology and physics. Nature Cell Biol., 9, 1, 7-14
    • (2007) Nature Cell Biol , vol.9 , Issue.1 , pp. 7-14
    • Jacobson, K.1    Mouritsen, O.G.2    Anderson, R.G.W.3
  • 29
    • 13244255412 scopus 로고    scopus 로고
    • A hierarchical Bayesian model for learning non-linear statistical regularities in non-stationary natural signals
    • Karklin Y. and Lewicki M.S. 2005. A hierarchical Bayesian model for learning non-linear statistical regularities in non-stationary natural signals. Neural Computation, 17, 2, 397-423
    • (2005) Neural Computation , vol.17 , Issue.2 , pp. 397-423
    • Karklin, Y.1    Lewicki, M.S.2
  • 30
    • 34548607791 scopus 로고    scopus 로고
    • Representations of space and time in the maximization of information flow in the perception-action loop
    • Klyubin A.S., Polani D. and Nehaniv C.L. 2007. Representations of space and time in the maximization of information flow in the perception-action loop. Neural Computation, 19, 2387-2432
    • (2007) Neural Computation , vol.19 , pp. 2387-2432
    • Klyubin, A.S.1    Polani, D.2    Nehaniv, C.L.3
  • 31
    • 71449084960 scopus 로고    scopus 로고
    • Bayesian Inference and Maximum Entropy Methods in Science and Engineering, Saratoga Springs, NY, USA
    • NY:AIP
    • Knuth K.H. et al. 2007. Bayesian Inference and Maximum Entropy Methods in Science and Engineering, Saratoga Springs, NY, USA, AIP Conf. Proa, Melville NY:AIP
    • (2007) AIP Conf. Proa, Melville
    • Knuth, K.H.1
  • 33
    • 71449112182 scopus 로고    scopus 로고
    • Retinal oscillations carry visual information to cortex
    • Koepsell K. et al. 2008. Retinal oscillations carry visual information to cortex, under review
    • (2008) under review
    • Koepsell, K.1
  • 34
    • 23944484420 scopus 로고    scopus 로고
    • An oscillatory hierarchy controlling neuronal excitability and stimulus processing in the auditory cortex
    • Lakatos P. et al. 2005. An oscillatory hierarchy controlling neuronal excitability and stimulus processing in the auditory cortex. J. Neurophysiol., 94, 1904-11
    • (2005) J. Neurophysiol , vol.94 , pp. 1904-1911
    • Lakatos, P.1
  • 37
    • 0036776552 scopus 로고    scopus 로고
    • Contravariant adaptation on structured matrix spaces
    • Moon T.K. and Gunther J.H. 2002. Contravariant adaptation on structured matrix spaces. Signal Processing, 82, 10, 1389-1410
    • (2002) Signal Processing , vol.82 , Issue.10 , pp. 1389-1410
    • Moon, T.K.1    Gunther, J.H.2
  • 38
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-sell receptive field properties by learning a sparse code for natural images
    • Olshausen B. and Field D.F 1997. Emergence of simple-sell receptive field properties by learning a sparse code for natural images. Nature, 381, 607-609
    • (1997) Nature , vol.381 , pp. 607-609
    • Olshausen, B.1    Field, D.F.2
  • 39
    • 33644900506 scopus 로고    scopus 로고
    • Topographic Product Models Applied To Natural Scene Statistics
    • Osindero S., Welling M. and Hinton, G.E. 2006. Topographic Product Models Applied To Natural Scene Statistics. Neural Computation, 18, 2
    • (2006) Neural Computation , vol.18 , pp. 2
    • Osindero, S.1    Welling, M.2    Hinton, G.E.3
  • 40
    • 71449100024 scopus 로고    scopus 로고
    • Parra L.C., Beck J. and Bell A.J. 2008. On the maximisation of information flow between spiking neurons under review
    • Parra L.C., Beck J. and Bell A.J. 2008. On the maximisation of information flow between spiking neurons under review
  • 41
    • 33947303847 scopus 로고    scopus 로고
    • Spike timing amplifies the effect of electric fields on neurons: Implications for endogenous field effects
    • Radman T. et al. 2007. Spike timing amplifies the effect of electric fields on neurons: implications for endogenous field effects, J. Neurosci., 27, 3030-3036
    • (2007) J. Neurosci , vol.27 , pp. 3030-3036
    • Radman, T.1
  • 42
    • 0032368252 scopus 로고    scopus 로고
    • Single-photon detection by rod cells of the retina
    • Rieke F. and Baylor D.A. 1998. Single-photon detection by rod cells of the retina. Rev. Mod. Phys. 70, 1027-36
    • (1998) Rev. Mod. Phys , vol.70 , pp. 1027-1036
    • Rieke, F.1    Baylor, D.A.2
  • 43
    • 32544447988 scopus 로고    scopus 로고
    • Network oscillations: Emerging computational principles
    • Sejnowski T.J. and Paulsen O. 2006. Network oscillations: emerging computational principles. J. Neurosci., 26, 6, 1673-76
    • (2006) J. Neurosci , vol.26 , Issue.6 , pp. 1673-1676
    • Sejnowski, T.J.1    Paulsen, O.2
  • 44
    • 34548436564 scopus 로고    scopus 로고
    • The postsynaptic architecture of excitatory synapses: A more quantitative view
    • Sheng M. and Hoogenraad C.C. 2007. The postsynaptic architecture of excitatory synapses: a more quantitative view, Annu. Rev. Biochem., 76, 823-47
    • (2007) Annu. Rev. Biochem , vol.76 , pp. 823-847
    • Sheng, M.1    Hoogenraad, C.C.2
  • 45
    • 0034934777 scopus 로고    scopus 로고
    • Natural image statistics and neural representation
    • Simoncelli E.P and Olshausen B.A. 2001. Natural image statistics and neural representation, Annu Rev Neurosci. 24, 1193-216
    • (2001) Annu Rev Neurosci , vol.24 , pp. 1193-1216
    • Simoncelli, E.P.1    Olshausen, B.A.2
  • 46
    • 25144451688 scopus 로고    scopus 로고
    • Electrochemical structure of the crowded cytoplasm
    • Spitzer J.J. and Poolman B. 2005. Electrochemical structure of the crowded cytoplasm. Trends in Biochem. Sci., 30, 10, 536-541
    • (2005) Trends in Biochem. Sci , vol.30 , Issue.10 , pp. 536-541
    • Spitzer, J.J.1    Poolman, B.2
  • 47
    • 71449110790 scopus 로고    scopus 로고
    • Gradients on matrix manifolds and their chain rule
    • Theis F.J. 2005. Gradients on matrix manifolds and their chain rule. Neural Information Processing Letters, 9, 1, 1-13
    • (2005) Neural Information Processing Letters , vol.9 , Issue.1 , pp. 1-13
    • Theis, F.J.1
  • 48
    • 0032495066 scopus 로고    scopus 로고
    • Independent component analysis of natural image sequences yields spatio-temporal filters similar to simple cells in primary visual cortex
    • van Hateren J.H. and Ruderman D.L. 1998. Independent component analysis of natural image sequences yields spatio-temporal filters similar to simple cells in primary visual cortex. Proc. R. Soc. Lond. B, 265, 2315-2320
    • (1998) Proc. R. Soc. Lond. B , vol.265 , pp. 2315-2320
    • van Hateren, J.H.1    Ruderman, D.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.