Table 3:
(C1)-BIC Results for structural differences between two sparse networks with the chosen model by BIC: the values are average over 50 replicates. Standard errors are in parentheses.
| p | E d | Method | TP | FP | SPE | SEN | FDR | MCC | |
|---|---|---|---|---|---|---|---|---|---|
| 50 | 15 | DPCID | 3.30 (0.53) | 3.08 (0.47) | 0.22 (0.08) | 99.98 (0.01) | 20.53 (3.14) | 2.27 (0.73) | 33.45 (4.02) |
| FGL | 8.22 (0.48) | 4.46 (0.27) | 3.76 (0.33) | 99.69 (0.03) | 29.73 (1.79) | 43.14 (2.62) | 39.70 (1.69) | ||
| DDN | 4.24 (0.31) | 3.70 (0.28) | 0.54 (0.10) | 99.96 (0.01) | 24.67 (1.85) | 13.83 (3.18) | 44.22 (2.22) | ||
| 30 | DPCID | 5.64 (0.78) | 5.38 (0.71) | 0.26 (0.11) | 99.98 (0.01) | 17.93 (2.38) | 1.65 (0.67) | 36.27 (2.76) | |
| FGL | 14.20 (0.54) | 11.12 (0.39) | 3.08 (0.26) | 99.74 (0.02) | 37.07 (1.29) | 20.67 (1.33) | 53.04 (1.06) | ||
| DDN | 3.86 (0.33) | 3.76 (0.33) | 0.10 (0.04) | 99.99 (0.00) | 12.53 (1.08) | 2.01 (0.93) | 32.82 (1.59) | ||
| 100 | 15 | DPCID | 2.90 (0.25) | 2.78 (0.22) | 0.12 (0.05) | 100.00 (0.00) | 18.53 (1.44) | 2.19 (0.99) | 40.85 (1.55) |
| FGL | 10.56 (0.49) | 5.22 (0.21) | 5.34 (0.42) | 99.89 (0.01) | 34.80 (1.38) | 47.57 (2.16) | 42.00 (1.38) | ||
| DDN | 3.34 (0.36) | 2.22 (0.18) | 1.12 (0.23) | 99.98 (0.00) | 14.80 (1.19) | 18.88 (3.37) | 32.07 (1.26) | ||
| 30 | DPCID | 3.84 (0.35) | 3.80 (0.34) | 0.04 (0.03) | 100.00 (0.00) | 12.67 (1.15) | 0.54 (0.38) | 33.57 (1.58) | |
| FGL | 14.78 (0.50) | 10.10 (0.31) | 4.68 (0.31) | 99.90 (0.01) | 33.67 (1.04) | 30.72 (1.45) | 47.76 (0.99) | ||
| DDN | 3.40 (0.35) | 2.70 (0.27) | 0.70 (0.15) | 99.99 (0.00) | 9.00 (0.88) | 17.40 (3.82) | 25.37 (1.53) | ||
| 150 | 15 | DPCID | 1.16 (0.13) | 1.14 (0.12) | 0.02 (0.02) | 100.00 (0.00) | 7.60 (0.83) | 0.67 (0.67) | 24.15 (1.85) |
| FGL | 16.48 (1.03) | 3.82 (0.18) | 12.66 (0.96) | 99.89 (0.01) | 25.47 (1.20) | 74.25 (1.42) | 24.95 (1.05) | ||
| DDN | 1.10 (0.10) | 0.98 (0.03) | 0.12 (0.08) | 100.00 (0.00) | 6.53 (0.23) | 5.33 (3.07) | 24.67 (0.73) | ||
| 30 | DPCID | 2.16 (0.17) | 2.08 (0.16) | 0.08 (0.04) | 100.00 (0.00) | 6.93 (0.54) | 2.45 (1.30) | 24.64 (1.16) | |
| FGL | 28.64 (1.03) | 10.60 (0.31) | 18.04 (0.85) | 99.84 (0.01) | 35.33 (1.04) | 61.84 (1.10) | 36.24 (0.80) | ||
| DDN | 1.04 (0.04) | 0.96 (0.06) | 0.08 (0.04) | 100.00 (0.00) | 3.20 (0.19) | 8.00 (3.88) | 17.04 (0.77) |