Table 2.
Case | 1 | 2 | 3 |
---|---|---|---|
Synaptic rewiring | ✓ | ✗ | ✓ |
Synaptic plasticity (STDP) | ✓ | ✓ | ✓ |
Input correlations | ✓ | ✓ | ✗ |
Target neuron mean spike rate | 21.15 Hz | 20.11 Hz | 9.31 Hz |
Final mean feedforward fan in / target neuron | 15.91 | N/A | 11.87 |
Weight proportion of maximum | 0.83 | 0.72 | 0.62 |
Mean σaff−init | 2.35 | 2.35 | 2.35 |
Mean σaff−fin−conn−shuf | 2.33 | N/A | 2.31 |
Mean σaff−fin−conn | 1.62 | 2.35 | 1.85 |
p(WSR σaff−fin−conn vs. σaff−fin−conn−shuf) | 2.80 × 10−43 | N/A | 3.65 × 10−27 |
Mean σaff−fin−weight−shuf | 1.61 | 2.32 | 1.78 |
Mean σaff−fin−weight | 1.49 | 1.92 | 1.57 |
p(WSR σaff−fin−weight vs. σaff−fin−weight−shuf) | 4.03 × 10−33 | 4.02 × 10−43 | 1.44 × 10−21 |
Mean ADinit | 0.81 | 0.81 | 0.81 |
Mean ADfin−conn−shuf | 0.82 | N/A | 1.09 |
Mean ADfin−conn | 0.77 | 0.81 | 0.91 |
p(WSR ADfin−conn vs. ADfin−conn−shuf) | 0.39 | N/A | 0.002 |
Mean ADfin−weight−shuf | 0.79 | 0.92 | 1.04 |
Mean ADfin−weight | 0.85 | 0.79 | 1.07 |
p(WSR ADfin−weight vs. ADfin−weight−shuf) | 0.0002 | 0.0001 | 0.58 |
Case 1 consists of a network in which both synaptic rewiring and input correlations are present. Case 2 does not integrate synaptic rewiring, but still has input correlations. Case 3 relies on synaptic rewiring and STDP to generate sensible topographic maps in the absence of input correlations.