English

A Brief History of Excitable Map-Based Neurons and Neural Networks

Neurons and Cognition 2016-02-03 v1 Disordered Systems and Neural Networks Chaotic Dynamics

Abstract

This review gives a short historical account of the excitable maps approach for modeling neurons and neuronal networks. Some early models, due to Pasemann (1993), Chialvo (1995) and Kinouchi and Tragtenberg (1996), are compared with more recent proposals by Rulkov (2002) and Izhikevich (2003). We also review map-based schemes for electrical and chemical synapses and some recent findings as critical avalanches in map-based neural networks. We conclude with suggestions for further work in this area like more efficient maps, compartmental modeling and close dynamical comparison with conductance-based models.

Keywords

Cite

@article{arxiv.1303.0256,
  title  = {A Brief History of Excitable Map-Based Neurons and Neural Networks},
  author = {M. Girardi-Schappo and M. H. R. Tragtenberg and O. Kinouchi},
  journal= {arXiv preprint arXiv:1303.0256},
  year   = {2016}
}

Comments

53 pages, 13 figures, submitted to Journal of Neuroscience Methods