Ensemble average and variance of a stochastic spiking neuron model

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

Volumn E83-A, Issue 3, 2000, Pages 575-578

  Amemori, Kenichi ^a   Ishii, Shin ^a  

^a NARA INSTITUTE OF SCIENCE AND TECHNOLOGY   (Japan)

Author keywords

Poisson process; Spiking neuron model

Indexed keywords

CAPACITORS; COMPUTER CIRCUITS; COMPUTER SIMULATION; ELECTRIC CURRENTS; FUNCTIONS; ORDINARY DIFFERENTIAL EQUATIONS; POISSON DISTRIBUTION; RANDOM PROCESSES;

ENSEMBLE AVERAGE; HARDWARE CIRCUIT; INTEGRATE AND FIRE NEURON; STOCHASTIC SPIKING NEURON MODEL;

NEURAL NETWORKS;

EID: 0034157026     PISSN: 09168508     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (6)

1. W. Gerstner, "Spiking neurons," in Pulsed Neural Networks, pp.3-49, MIT Press, 1998.
2. C.W. Gardiner, Handbook of Stochastic Methods for Physics, Chemistry and the Natural Sciences, Springer, 1996.
3. R. Kempter, W. Gerstner, and J.L. van Hemmen, "Hebbian learning and spiking neurons," Physical Review E, vol.59, pp.4498-4514, 1999.
4. A. Papoulis, Probability, Random Variables, and Stochastic Processes, McGraw-Hill, 1984.
5. R.B. Stein, "A theoretical analysis of neuronal variability," Biophysics J., vol.5, pp.173-194, 1965.
6. U.C. Tuckwell, "On stochastic models of the activity of single neurons," J. Theoretical Biology, vol.65, pp.783-785, 1977.