Table 5.
Breakdown of the classification errors for the unregularized and ℓ 1-regularized (α=10) connectivity estimations of a LIF random network with distributed parameters
Unregularized | Regularized, α=10 | |||||||
---|---|---|---|---|---|---|---|---|
Connection type | Errors | FP | FN | ND | Errors | FP | FN | ND |
Excitatory | 57 827 | 84 % | 16 % | 17 % | 33 706 | 16 % | 84 % | 3 % |
Inhibitory | 2 226 | 95 % | 5 % | 79 % | 2 673 | 0 % | 100 % | 0 % |
Unconnected | 59 749 | 16 % | 84 % | — | 36 379 | 85 % | 15 % | — |
Total errors | 5.99 % | 3.64 % |
The categories of errors are the same as in Table 2