How much can we trust neural simulation strategies?

Neurocomputing

Volumn 70, Issue 10-12, 2007, Pages 1966-1969

  Rudolph, Michelle ^a   Destexhe, Alain ^a  

^a CNRS   (France)

Author keywords

Asynchronous; Event driven; Integrate and fire; STDP

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; MATHEMATICAL MODELS; NEURONS; PLASTICITY;

EVENT-DRIVEN STRATEGIES; INTEGRATE-AND-FIRE; NEURONAL SIMULATIONS;

NEURAL NETWORKS;

ACCURACY; ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOLOGICAL MODEL; CELL COUNT; NERVE CELL; NERVE CELL PLASTICITY; POSTSYNAPTIC POTENTIAL; PRIORITY JOURNAL; SIMULATION; SPIKE WAVE; SYNAPSE;

EID: 34247513381     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neucom.2006.10.138     Document Type: Article

References (11)

1. Banerjee A. On the sensitive dependence on initial conditions of the dynamics of networks of spiking neurons. J. Comput. Neurosci. 20 (2006) 321-348
2. Hansel D., Mato G., Meunier C., and Neltner L. On numerical simulations of integrate-and-fire neural networks. Neural Comput. 10 (1998) 467-483
3. Hines M.L., and Carnevale N.T. The NEURON simulation environment. Neural Comput. 9 (1997) 1179-1209
4. Hines M.L., and Carnevale N.T. Discrete event simulation in the NEURON environment. Neurocomputing 58-60 (2004) 1117-1122
5. Lee G., and Farhat N.H. The double queue method: a numerical method for integrate-and-fire neuron networks. Neural Networks 14 (2001) 921-932
6. Mascagni M.V., and Sherman A.S. Numerical methods for neuronal modeling. In: Koch C., and Segev I. (Eds). Methods in Neuronal Modeling (1998), MIT Press, Cambridge, MA 569-606
7. Mattia M., and Del Giudice P. Efficient event-driven simulation of large networks of spiking neurons and dynamical synapses. Neural Comput. 12 (2000) 2305-2329
8. Reutimann J., Giugliano M., and Fusi S. Event-based simulation of spiking neurons with stochastic dynamics. Neural Comput. 15 (2003) 811-830
9. Song S., and Abbott L.F. Cortical development and remapping through spike timing-dependent plasticity. Neuron 32 (2001) 339-350
10. Tsodyks M., Mit'kov I., and Sompolinsky H. Pattern of synchrony in inhomogeneous networks of oscillators with pulse interactions. Phys. Rev. Lett. 71 (1993) 1280-1283
11. Watts L. Event-driven simulation of networks of spiking neurons. In: Cowan J.D., Tesauro G., and Alspector J. (Eds). Advances in Neural Information Processing Systems vol. 6 (1994), Morgan Kaufmann, San Mateo, CA 927-934