Comparing current and conductance-based inputs with simulated neurons | Since real synaptic currents are generated by changing conductances, it is possible that our detection results overestimated the detectability and estimation accuracy of synaptic weights from spikes. |
Current-based vs conductance-based synaptic input | As before, the postsynaptic firing rate has a large effect on detectability and estimation accuracy with higher rates resulting in faster detection of inputs. |
Current-based vs conductance-based synaptic input | Estimation accuracy for the current-based model, in this case, was R2 = 0.85 for 1Hz output, 0.93 for 5Hz output, and 0.96 for 10Hz output (for clarity only 5Hz condition is shown in Fig. |