Supplementary Information 1 Supplementary Text S1 1.1 Single Population with Depressing Synapses
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چکیده
This Supplementary Information accompanies the paper entitled Emergence of Connectivity Motifs in Networks of Model Neurons with Shortand Long-term Plastic Synapses and reviews in detail the basic mean-field analysis of firing rate stability of recurrent networks of model neurons with plastic synapses. It also explores the impact of recurrent inhibition, presents a viable alternative to heterogeneous initial weight initialization, and a analytical description for the development of unidirectional motif for networks with low firing activity imposed temporally correlated external inputs. Further, it provides the implementation details of the alternative STDP models (i.e., pair-based and anti-STDP), and demonstrates that results presented in the main text are independent on IF model details. It finally provides full statistics of the conventional symmetry index employed in our paper and reveals its sensitivity on the value-clipping threshold.
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تاریخ انتشار 2013