Table 2 Comparison of PBN and DBN methods using different sample networks
| Â | Miss errors Me | False alarm errors Fe | Correct edges Ce | Accuracy (%) (R, P) | Time(s) T | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Â | min | max | avg | min | max | avg | min | max | avg | recall | precision | avg |
PBN(12,18) | 2 | 9 | 6.4 | 0 | 4 | 2.4 | 6 | 9 | 7.8 | 54.9 | 76.5 | 13.2 |
PBN(20,35) | 12 | 22 | 16.8 | 3 | 6 | 4.8 | 11 | 15 | 13.6 | 44.7 | 73.9 | 19.7 |
PBN(30,60) | 33 | 41 | 36.0 | 7 | 10 | 8.0 | 17 | 20 | 18.4 | 33.8 | 69.6 | 27.9 |
PBN(40,80) | 48 | 63 | 55.4 | 4 | 6 | 5.6 | 18 | 22 | 19.6 | 26.1 | 77.8 | 39.2 |
DBN(12,18) | 3 | 8 | 5.8 | 1 | 3 | 2.2 | 9 | 11 | 10.4 | 64.2 | 82.5 | 20.1 |
DBN(20,35) | 13 | 17 | 15.2 | 4 | 7 | 5.4 | 14 | 18 | 16.8 | 52.5 | 75.7 | 36.0 |
DBN(30,60) | 30 | 39 | 33.6 | 11 | 15 | 12.6 | 24 | 30 | 20.2 | 37.5 | 61.6 | 50.6 |
DBN(40,80) | 46 | 57 | 51.2 | 5 | 9 | 7.4 | 28 | 34 | 22.8 | 30.8 | 75.5 | 87.6 |