Spiking neural networks

无人久伴 提交于 2019-11-30 07:33:49

I would like to advise two important books:

  • Fundamentals of Computational Neuroscience by Thomas Trappenberg
  • Theoretical Neuroscience: Computational and Mathematical Modeling of Neural Systems by Peter Dayan

I personally derived a variant of Remote Supervised Method (ReSuMe) which has better learning rate and morphological advantages compared to ReSuMe introduced by Filip Ponulak.

In the meantime, I would like to list some of simulator tools dealing with SNNs. Most of them which I played with are based on Python so please take into account that as well. There might be more others based on other languages.

  • ANNarchy
  • Brian2
  • Nengo
  • Elephant
  • Neuron
  • PyNN
  • Nest
  • PyNest
  • PCSIM
  • Pypcsim
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