Table 4.
Comparison of our method to simple hill-climbing approach
| Network | Real | Predicted | FDR(%) | FNR(%) |
|---|---|---|---|---|
| (i) Hill-climbing | 1318 | 2108 | 86.67 | 78.68 |
| (ii) Hill-climbing + weakly conn. nodes | 1318 | 1517 | 43.57 | 35.05 |
| (iii) Our approach (GA) | 1318 | 1390 | 14.96 | 10.31 |
Comparison of our method to simple hill-climbing approach. (i) accuracy of the hill-climbing approach used over the complete network; (ii) accuracy of the hill-climbing approach after fixing the weakly connected nodes using our algorithm; (iii) accuracy of our combined pipeline using the genetic algorithm.