Cremers, Daniel; Herz, Andreas V. M.
Traveling waves of excitation in neural field models. Equivalence of rate descriptions and integrate-and-fire dynamics.
In: Neural computation, Vol. 14, Nr. 7: S. 1651-1667
Field models provide an elegant mathematical framework to analyze large-scale patterns of neural activity. On the microscopic level, these models are usually based on either a firing-rate picture or integrate-and-fire dynamics. This article shows that in spite of the large conceptual differences between the two types of dynamics, both generate closely related plane-wave solutions. Furthermore, for a large group of models, estimates about the network connectivity derived from the speed of these plane waves only marginally depend on the assumed class of microscopic dynamics. We derive quantitative results about this phenomenon and discuss consequences for the interpretation of experimental data.