<p>Fitting of a firing efficiency curve to a sigmoid function (see Methods) that is characterized by a threshold (the stimulus amplitude that produces a firing efficiency of 0.5) and σ (the standard deviation of the threshold fluctuations). <b>B–C.</b> Dependence of the threshold (B) and slope (C) values on the number of channels simulated, for each of the simulation methods. dt = 1 µs.</p
(a)-(c) Firing rate estimates for the cases of low, medium and high frequency, respectively. (d)-(f)...
<p>A) The variance of the coupling terms and post-spike history relative to the variance of the esti...
<div><p>(A and B) Distributions across trials of model potential <i>V</i> (B) and of model firing ra...
<p>15 voltage traces (bottom) resulting from independent simulations with the Rb model, in which a 5...
<p>The PRCs of the model incorporating channel noise (gray curves) are strikingly similar to those o...
<p>The response of each rate model is compared to a spiking population receiving an input with fluct...
<p>Dependence of Rb model variability on the integration time step used in the simulation. Threshold...
(Top) For each stimulus level x the distribution of proportion correct is plotted as a heat map base...
<p>A) Model function used in this example (model threshold <i>θ</i> = 1.6 log<sub>10</sub> arcsec). ...
<p>(A) Simulated spike trains in response to a fluctuating stimulus and oscillatory drive. (B,C,D) G...
<p>(<b>A</b>) Results for two example cells, one well-isolated (blue), and one poorly isolated (red)...
Results of sensitivity analyses across different splits of the training and test sets. We created 1,...
<div><p>(A) Firing rate in response to a cycle of an optimal drifting grating. Three trials are show...
(a) Plot of normalized variance var(U)/A2 for U = A cos(θ) as a function of θ for a single ring netw...
Firing rate differences for models with dynamic KLT are shown in thick lines. For reference, we also...
(a)-(c) Firing rate estimates for the cases of low, medium and high frequency, respectively. (d)-(f)...
<p>A) The variance of the coupling terms and post-spike history relative to the variance of the esti...
<div><p>(A and B) Distributions across trials of model potential <i>V</i> (B) and of model firing ra...
<p>15 voltage traces (bottom) resulting from independent simulations with the Rb model, in which a 5...
<p>The PRCs of the model incorporating channel noise (gray curves) are strikingly similar to those o...
<p>The response of each rate model is compared to a spiking population receiving an input with fluct...
<p>Dependence of Rb model variability on the integration time step used in the simulation. Threshold...
(Top) For each stimulus level x the distribution of proportion correct is plotted as a heat map base...
<p>A) Model function used in this example (model threshold <i>θ</i> = 1.6 log<sub>10</sub> arcsec). ...
<p>(A) Simulated spike trains in response to a fluctuating stimulus and oscillatory drive. (B,C,D) G...
<p>(<b>A</b>) Results for two example cells, one well-isolated (blue), and one poorly isolated (red)...
Results of sensitivity analyses across different splits of the training and test sets. We created 1,...
<div><p>(A) Firing rate in response to a cycle of an optimal drifting grating. Three trials are show...
(a) Plot of normalized variance var(U)/A2 for U = A cos(θ) as a function of θ for a single ring netw...
Firing rate differences for models with dynamic KLT are shown in thick lines. For reference, we also...
(a)-(c) Firing rate estimates for the cases of low, medium and high frequency, respectively. (d)-(f)...
<p>A) The variance of the coupling terms and post-spike history relative to the variance of the esti...
<div><p>(A and B) Distributions across trials of model potential <i>V</i> (B) and of model firing ra...