Neural network dynamics

article Neural network dynamics published yes Tim P Vogels author CB6FF8D2-008F-11EA-8E08-2637E66974250000-0003-3295-6181 Kanaka Rajan author L.F. Abbott author Neural network modeling is often concerned with stimulus-driven responses, but most of the activity in the brain is internally generated. Here, we review network models of internally generated activity, focusing on three types of network dynamics: (a) sustained responses to transient stimuli, which provide a model of working memory; (b) oscillatory network activity; and (c) chaotic activity, which models complex patterns of background spiking in cortical and other circuits. We also review propagation of stimulus-driven activity through spontaneously active networks. Exploring these aspects of neural network dynamics is critical for understanding how neural circuits produce cognitive function. Annual Reviews2005 eng Annual Review of Neuroscience 0147-006X 1545-4126 1602260010.1146/annurev.neuro.28.061604.135637 281357-376 yes Vogels, Tim P., et al. “Neural Network Dynamics.” Annual Review of Neuroscience, vol. 28, no. 1, Annual Reviews, 2005, pp. 357–76, doi:<a href="https://doi.org/10.1146/annurev.neuro.28.061604.135637">10.1146/annurev.neuro.28.061604.135637</a>. Vogels, Tim P, Kanaka Rajan, and L.F. Abbott. “Neural Network Dynamics.” Annual Review of Neuroscience. Annual Reviews, 2005. <a href="https://doi.org/10.1146/annurev.neuro.28.061604.135637">https://doi.org/10.1146/annurev.neuro.28.061604.135637</a>. Vogels, T. P., Rajan, K., & Abbott, L. F. (2005). Neural network dynamics. Annual Review of Neuroscience. Annual Reviews. <a href="https://doi.org/10.1146/annurev.neuro.28.061604.135637">https://doi.org/10.1146/annurev.neuro.28.061604.135637</a> Vogels TP, Rajan K, Abbott LF. 2005. Neural network dynamics. Annual Review of Neuroscience. 28(1), 357–376. Vogels TP, Rajan K, Abbott LF. Neural network dynamics. Annual Review of Neuroscience. 2005;28(1):357-376. doi:<a href="https://doi.org/10.1146/annurev.neuro.28.061604.135637">10.1146/annurev.neuro.28.061604.135637</a> T.P. Vogels, K. Rajan, L.F. Abbott, Annual Review of Neuroscience 28 (2005) 357–376. T. P. Vogels, K. Rajan, and L. F. Abbott, “Neural network dynamics,” Annual Review of Neuroscience, vol. 28, no. 1. Annual Reviews, pp. 357–376, 2005. 80292020-06-25T13:13:11Z2021-01-12T08:16:37Z