Table 2.
Features of model network dynamics
Feature | Target | Structured E <- E weights | Random E <- E weights | Shuffled E <- E weights | Suppressed rhythmicity | No sparsity or selectivity constraints | No spike rate adaptation |
---|---|---|---|---|---|---|---|
E peak rate (run) (Hz) | 20. | 17.20 | 19.96 | 10.42 | 20.07 | 19.73 | 7.30 |
E min rate (run) (Hz) | 0. | 0.24 | 0.25 | 0.27 | 0.25 | 12.37 | 0.39 |
I mean rate (run) (Hz) | 20. | 19.58 | 32.05 | 12.08 | 2.77 | 19.90 | 6.17 |
E fraction active (run) | 0.6 | 0.59 | 0.60 | 0.61 | 0.60 | 1.00 | 0.60 |
I fraction active (run) | 0.95 | 1.00 | 1.00 | 0.95 | 0.23 | 0.98 | 0.87 |
E theta amplitude (run) | 0.5 | 0.78 | 0.37 | 0.63 | 0.15 | 0.77 | 1.29 |
I theta amplitude (run) | 0.5 | 0.48 | 0.14 | 0.19 | 0.26 | 0.53 | 1.15 |
E gamma amplitude (run) | 0.25 | 0.53 | 0.40 | 0.66 | 0.20 | 0.59 | 0.27 |
I gamma amplitude (run) | 0.25 | 1.19 | 1.85 | 1.33 | 1.67 | 1.39 | 1.27 |
E theta frequency (run) (Hz) | 7. | 7.09 | 7.45 | 7.64 | 11.27 | 7.09 | 6.73 |
I theta frequency (run) (Hz) | 7. | 6.91 | 7.27 | 7.45 | 12.55 | 6.91 | 6.73 |
E gamma frequency (run) (Hz) | 70. | 71.06 | 72.93 | 71.06 | 57.98 | 72.93 | 39.29 |
I gamma frequency (run) (Hz) | 70. | 71.06 | 72.93 | 69.19 | 87.88 | 76.67 | 69.19 |
E theta frequency tuning index (run) | >5. | 6.40 | 6.30 | 7.00 | 0.00 | 29.05 | 150.67 |
I theta frequency tuning index (run) | >5. | 9.83 | 6.10 | 3.99 | 0.00 | 34.16 | 150.59 |
E gamma frequency tuning index (run) | >5. | 10.67 | 10.90 | 5.08 | −0.37 | 10.18 | −0.01 |
I gamma frequency tuning index (run) | >5. | 16.16 | 4.14 | 31.65 | 0.36 | 6.02 | 3.43 |
E fraction active (rest) | 0.25 | 0.37 | 0.20 | 0.53 | 0.36 | 1.00 | 0.40 |
E mean rate (rest) (Hz) | 12.5 | 7.11 | 6.56 | 7.12 | 7.65 | 17.77 | 6.97 |