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SCIENCE CHINA Information Sciences, Volume 61 , Issue 6 : 060428(2018) https://doi.org/10.1007/s11432-017-9379-4

Predicting spikes with artificial neural network

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  • ReceivedOct 10, 2017
  • AcceptedMar 7, 2018
  • PublishedMay 3, 2018

Abstract

There is no abstract available for this article.


Acknowledgment

This work was supported by Beijing Municipal Commission of Science and Technology (Grant No. Z171100000117018), and Communication University of China (Grant Nos. 313XNG1531, 3132017XNG1724).


Supplement

Tables S1, S2.


References

[1] Bean B P. The action potential in mammalian central neurons. Nat Rev Neurosci, 2007, 8: 451-465 CrossRef PubMed Google Scholar

[2] Hodgkin A L, Huxley A F. A quantitative description of membrane current and its application to conduction and excitation in nerve. J Physiol, 1952, 117: 500-544 CrossRef Google Scholar

[3] Sun Y, Zhou D, Rangan A V. Library-based numerical reduction of the Hodgkin-Huxley neuron for network simulation. J Comput Neurosci, 2009, 27: 369-390 CrossRef PubMed Google Scholar

[4] Ermentrout B. Linearization of F-I curves by adaptation. Neural Comput, 1998, 10: 1721-1729 CrossRef Google Scholar

[5] Fohlmeister J F, Miller R F. Impulse encoding mechanisms of ganglion cells in the tiger salamander retina. J NeuroPhysiol, 1997, 78: 1935-1947 CrossRef PubMed Google Scholar

[6] Gouwens N W, Zeberg H, Tsumoto K. Synchronization of firing in cortical fast-spiking interneurons at Gamma frequencies: a phase-resetting analysis. PLoS Comput Biol, 2010, 6: e1000951 CrossRef PubMed ADS Google Scholar

[7] Wang X J, Buzsáki G. Gamma oscillation by synaptic inhibition in a hippocampal interneuronal network model. J Neurosci, 1996, 16: 6402-6413 CrossRef Google Scholar

[8] Golomb D, Yue C, Yaari Y. Contribution of persistent Na+ current and M-type K+ current to somatic bursting in CA1 pyramidal cells: combined experimental and modeling study. J NeuroPhysiol, 2006, 96: 1912-1926 CrossRef PubMed Google Scholar

[9] Golomb D, Donner K, Shacham L. Mechanisms of firing patterns in fast-spiking cortical interneurons. PLoS Comput Biol, 2007, 3: e156 CrossRef PubMed ADS Google Scholar

[10] Rothman J S, Manis P B. The roles potassium currents play in regulating the electrical activity of ventral cochlear nucleus neurons. J NeuroPhysiol, 2003, 89: 3097-3113 CrossRef PubMed Google Scholar

[11] Gai Y, Doiron B, Kotak V. Noise-gated encoding of slow inputs by auditory brain stem neurons with a low-threshold K+ current. J NeuroPhysiol, 2009, 102: 3447-3460 CrossRef PubMed Google Scholar

[12] Traub R D, Miles R. Neuronal networks of the hippocampus. Cambridge: Cambridge University Press, 1991. Google Scholar

  • Figure 1

    (a) The structure of ANN used for spike or not prediction; (b) ten typical firing patterns reproduced by nine different HH-type neuron models; (c) representative results of nine neuron models showing the performance of ANN in spike or not judgement under four current stimuli modes, black crosses denote voltage values for spike prediction, red circles present the predictive spike timing.

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