Table 3 Average ± standard deviation of 100 parameter estimates using the response-averaging (RA) model and the probability-mixing (PM) model on data sets simulated according to the two models
From: Responses of Leaky Integrate-and-Fire Neurons to a Plurality of Stimuli in Their Receptive Fields
|  | μ | σ | \(\alpha_{1}\) (PM)/\(\beta_{1}\) (RA) |
|---|---|---|---|
True value | 0.5 | 1 | 0.4 |
RA on RA data | 0.4876 ± 0.00658 | 1.067 ± 0.04441 | 0.3888 ± 0.01564 |
PM on RA data | 0.3553 ± 0.01087 | 2.077 ± 0.06482 | 0.0017 ± 0.00467 |
RA on PM data | 0.3288 ± 0.01191 | 2.429 ± 0.09216 | 0.3098 ± 0.02161 |
PM on PM data (Marginal) | 0.4891 ± 0.00844 | 1.062 ± 0.05609 | 0.4013 ± 0.01636 |
PM on PM data (EM) | 0.4889 ± 0.00813 | 1.063 ± 0.05410 | 0.3988 ± 0.01012 |