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Volumn 4, Issue 11, 2008, Pages

Optimal learning rules for discrete synapses

Author keywords

[No Author keywords available]

Indexed keywords

BIOLOGICAL SYNAPSE; CRITICAL NUMBERS; LEARNING CAPACITY; LEARNING RULES; LOW-STORAGE; MEMORY STORAGE; SHANNON INFORMATION; STORAGE CAPACITY;

EID: 57149119078     PISSN: 1553734X     EISSN: 15537358     Source Type: Journal    
DOI: 10.1371/journal.pcbi.1000230     Document Type: Article
Times cited : (40)

References (24)
  • 2
    • 0025985528 scopus 로고
    • Optimising synaptic learning rules in linear associative memories
    • Dayan P, Willshaw DJ (1991) Optimising synaptic learning rules in linear associative memories. Biol Cybern 65: 253-265.
    • (1991) Biol Cybern , vol.65 , pp. 253-265
    • Dayan, P.1    Willshaw, D.J.2
  • 3
    • 0020118274 scopus 로고
    • Neural networks and physical systems with emergent collective computational abilities
    • Hopfield JJ (1982) Neural networks and physical systems with emergent collective computational abilities. Proc Natl Acad Sci U S A 79: 2554-2558.
    • (1982) Proc Natl Acad Sci U S A , vol.79 , pp. 2554-2558
    • Hopfield, J.J.1
  • 4
    • 0002791169 scopus 로고
    • Sparsely coded neural networks
    • Arbib MA, ed, 1st edition. Cambridge, MA: MIT press. pp
    • Meunier C, Nadal JP (1995) Sparsely coded neural networks. In: Arbib MA, ed. The handbook of brain theory, 1st edition. Cambridge, MA: MIT press. pp 899-901.
    • (1995) The handbook of brain theory , pp. 899-901
    • Meunier, C.1    Nadal, J.P.2
  • 5
    • 36849154193 scopus 로고
    • Memory and molecular turnover
    • Crick F (1984) Memory and molecular turnover. Nature 312: 101.
    • (1984) Nature , vol.312 , pp. 101
    • Crick, F.1
  • 7
    • 22144441670 scopus 로고    scopus 로고
    • Graded bidirectional synaptic plasticity is composed of switch-like unitary events
    • O'Connor DH, Wittenberg GM, Wang SSH (2005) Graded bidirectional synaptic plasticity is composed of switch-like unitary events. Proc Natl Acad Sci U S A 102: 9679-9684.
    • (2005) Proc Natl Acad Sci U S A , vol.102 , pp. 9679-9684
    • O'Connor, D.H.1    Wittenberg, G.M.2    Wang, S.S.H.3
  • 8
    • 36149035600 scopus 로고
    • A memory which forgets
    • Parisi G (1986) A memory which forgets. J Phys A: Math Gen 19: L617-L620.
    • (1986) J Phys A: Math Gen , vol.19
    • Parisi, G.1
  • 9
    • 0001101723 scopus 로고
    • Learning in neural networks with material synapses
    • Amit D, 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.1    Fusi, S.2
  • 10
    • 13844266723 scopus 로고    scopus 로고
    • Cascade models of synaptically stored memories
    • Fusi S, Drew PJ, Abbott LF (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
  • 11
    • 23944472208 scopus 로고    scopus 로고
    • Learning only when necessary: Better memories of correlated patterns in networks with bounded synapses
    • Senn W, Fusi S (2005) Learning only when necessary: better memories of correlated patterns in networks with bounded synapses. Neural Comput 17: 2106-2138.
    • (2005) Neural Comput , vol.17 , pp. 2106-2138
    • Senn, W.1    Fusi, S.2
  • 12
    • 32644483897 scopus 로고    scopus 로고
    • Learning by message passing in networks of discrete synapses
    • Braunstein A, Zecchina R (2006) Learning by message passing in networks of discrete synapses. Phys Rev Lett 96: 030201.
    • (2006) Phys Rev Lett , vol.96 , pp. 030201
    • Braunstein, A.1    Zecchina, R.2
  • 14
    • 77953334034 scopus 로고    scopus 로고
    • Long memory lifetimes require complex synapses and limited sparseness
    • doi:10.3389/neuro.10/007.2007
    • Ben Dayan Rubin DD, Fusi S (2007) Long memory lifetimes require complex synapses and limited sparseness. Frontiers Comput Neurosci 1: 7. doi:10.3389/neuro.10/007.2007.
    • (2007) Frontiers Comput Neurosci , vol.1 , pp. 7
    • Ben1    Dayan Rubin, D.D.2    Fusi, S.3
  • 15
    • 36849041065 scopus 로고    scopus 로고
    • Sparseness constrains the prolongation of memory lifetime via synaptic metaplasticity
    • Leibold C, Kempter R (2008) Sparseness constrains the prolongation of memory lifetime via synaptic metaplasticity. Cerebral Cortex 18: 67-77.
    • (2008) Cerebral Cortex , vol.18 , pp. 67-77
    • Leibold, C.1    Kempter, R.2
  • 17
    • 38649129810 scopus 로고    scopus 로고
    • Inhomogeneities in heteroassociative memories with linear learning rules
    • Sterratt DC, Willshaw D (2008) Inhomogeneities in heteroassociative memories with linear learning rules. Neural Comput 20: 311-344.
    • (2008) Neural Comput , vol.20 , pp. 311-344
    • Sterratt, D.C.1    Willshaw, D.2
  • 18
    • 33947631984 scopus 로고    scopus 로고
    • Limits on the memory storage capacity of bounded synapses
    • doi:10.1038/nn1859
    • Fusi S, Abbott LF (2007) Limits on the memory storage capacity of bounded synapses. Nat Neurosci 10: 485-493. doi:10.1038/nn1859.
    • (2007) Nat Neurosci , vol.10 , pp. 485-493
    • Fusi, S.1    Abbott, L.F.2
  • 19
    • 0040669525 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 87: 459-470.
    • (2002) Biol Cybern , vol.87 , pp. 459-470
    • Fusi, S.1
  • 20
    • 21344477977 scopus 로고
    • Storage capacity of neural networks: Effect of the fluctuations of the number of active neurons per memory
    • Brunel N (1994) Storage capacity of neural networks: effect of the fluctuations of the number of active neurons per memory. Phys A 27: 4783-4789.
    • (1994) Phys A , vol.27 , pp. 4783-4789
    • Brunel, N.1
  • 21
    • 33745683388 scopus 로고    scopus 로고
    • Eluding oblivion with smart stochastic selection of synaptic updates
    • Fusi S, 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
  • 23
    • 0037468832 scopus 로고    scopus 로고
    • Pyramidal Neuron as Two-Layer Neural Network
    • Poirazi P, Brannon T, Mel B (2003) Pyramidal Neuron as Two-Layer Neural Network. Neuron 37: 989-999.
    • (2003) Neuron , vol.37 , pp. 989-999
    • Poirazi, P.1    Brannon, T.2    Mel, B.3
  • 24
    • 33644877940 scopus 로고    scopus 로고
    • The optimal synapse for sparse, binary signals in the rod pathway
    • Clark P, van Rossum MC (2006) The optimal synapse for sparse, binary signals in the rod pathway. Neural Comput 18: 26-44.
    • (2006) Neural Comput , vol.18 , pp. 26-44
    • Clark, P.1    van Rossum, M.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.