Springer Nature is making SARS-CoV-2 and COVID-19 research free. View research | View latest news | Sign up for updates

Predicting spikes with artificial neural network

  • 71 Accesses

This is a preview of subscription content, log in to check access.

References

  1. 1

    Bean B P. The action potential in mammalian central neurons. Nat Rev Neurosci, 2007, 8: 451–465

  2. 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

  3. 3

    Sun Y, Zhou D, Rangan A V, et al. Library-based numerical reduction of the Hodgkin-Huxley neuron for network simulation. J Comput Neurosci, 2009, 27: 369–390

  4. 4

    Ermentrout B. Linearization of F-I curves by adaptation. Neural Comput, 1998, 10: 1721–1729

  5. 5

    Fohlmeister J F, Miller R F. Impulse encoding mechanisms of ganglion cells in the tiger salamander retina. J NeuroPhysiol, 1997, 78: 1935–1947

  6. 6

    Gouwens N W, Zeberg H, Tsumoto K, et al. Synchronization of firing in cortical fast-spiking interneurons at Gamma frequencies: a phase-resetting analysis. PLoS Comput Biol, 2010, 6: e1000951

  7. 7

    Wang X J, Buzsáki G. Gamma oscillation by synaptic inhibition in a hippocampal interneuronal network model. J Neurosci, 1996, 16: 6402–6413

  8. 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

  9. 9

    Golomb D, Donner K, Shacham L, et al. Mechanisms of firing patterns in fast-spiking cortical interneurons. PLoS Comput Biol, 2007, 3: e156

  10. 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

  11. 11

    Gai Y, Doiron B, Kotak V, et al. Noise-gated encoding of slow inputs by auditory brain stem neurons with a low-threshold K+ current. J NeuroPhysiol, 2009, 102: 3447–3460

  12. 12

    Traub R D, Miles R. Neuronal networks of the hippocampus. Cambridge: Cambridge University Press, 1991

Download references

Acknowledgements

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

Author information

Correspondence to Lihong Cao.

Electronic supplementary material

Rights and permissions

Reprints and Permissions

About this article

Verify currency and authenticity via CrossMark

Cite this article

Cao, L., Shen, J., Wang, L. et al. Predicting spikes with artificial neural network. Sci. China Inf. Sci. 61, 060428 (2018). https://doi.org/10.1007/s11432-017-9379-4

Download citation