Table 2.
Sim 7: N=125, EdgesSim=350 | Sim 8: N=125, EdgesSim=425 | ||||||||
---|---|---|---|---|---|---|---|---|---|
TPR | FDR | AUC | Edges | TPR | FDR | AUC | Edges | ||
HBFM, F = 18 | 0.817 | 0.043 | 0.927 | 299 | HBFM, F = 18 | 0.638 | 0.000 | 0.942 | 271 |
LEAP | 0.700 | 0.377 | 0.819 | 393 | LEAP | 0.466 | 0.423 | 0.630 | 343 |
PIDC | 0.714 | 0.164 | 0.875 | 299* | PIDC | 0.560 | 0.122 | 0.817 | 271* |
SCODE | 0.243 | 0.716 | 0.491 | 299* | SCODE | 0.169 | 0.734 | 0.540 | 271* |
BN | 0.211 | 0.026 | 0.718 | 76 | BN | 0.148 | 0.000 | 0.689 | 63 |
GENIE3 | 0.349 | 0.592 | 0.576 | 299* | GENIE3 | 0.306 | 0.520 | 0.558 | 271* |
PCORR | 0.157 | 0.396 | 0.559 | 91 | PCORR | 0.132 | 0.434 | 0.564 | 99 |
Sim 9: N=500, EdgesSim=350 | Sim 10: N=500, EdgesSim=425 | ||||||||
TPR | FDR | AUC | Edges | TPR | FDR | AUC | Edges | ||
HBFM, F = 22 | 0.871 | 0.041 | 0.993 | 318 | HBFM, F = 20 | 0.727 | 0.019 | 0.947 | 315 |
LEAP | 0.880 | 0.548 | 0.909 | 681 | LEAP | 0.744 | 0.557 | 0.741 | 713 |
PIDC | 0.857 | 0.057 | 0.941 | 318* | PIDC | 0.722 | 0.025 | 0.933 | 315* |
SCODE | 0.249 | 0.726 | 0.571 | 318* | SCODE | 0.240 | 0.676 | 0.520 | 315* |
BN | 0.251 | 0.064 | 0.764 | 94 | BN | 0.195 | 0.057 | 0.669 | 88 |
GENIE3 | 0.366 | 0.597 | 0.601 | 318* | GENIE3 | 0.355 | 0.521 | 0.569 | 315* |
PCORR | 0.220 | 0.280 | 0.609 | 107 | PCORR | 0.198 | 0.408 | 0.571 | 142 |
Sim 11: N=1000, EdgesSim=350 | Sim 12: N=1000, EdgesSim=425 | ||||||||
TPR | FDR | AUC | Edges | TPR | FDR | AUC | Edges | ||
HBFM, F = 25 | 0.966 | 0.048 | 0.989 | 355 | HBFM, F = 25 | 0.831 | 0.033 | 0.968 | 365 |
LEAP | 0.926 | 0.623 | 0.870 | 859 | LEAP | 0.849 | 0.529 | 0.809 | 767 |
PIDC | 0.957 | 0.056 | 0.977 | 355* | PIDC | 0.807 | 0.060 | 0.940 | 365* |
SCODE | 0.303 | 0.701 | 0.506 | 355* | SCODE | 0.191 | 0.778 | 0.625 | 365* |
BN | 0.343 | 0.084 | 0.756 | 131 | BN | 0.233 | 0.075 | 0.734 | 107 |
GENIE3 | 0.414 | 0.592 | 0.596 | 355* | GENIE3 | 0.374 | 0.564 | 0.565 | 365* |
PCORR | 0.297 | 0.373 | 0.654 | 166 | PCORR | 0.228 | 0.276 | 0.612 | 134 |
*Number of edges fixed to match HBFM