Table 1.
Regulator Selection |
Group Selection |
|||||||
---|---|---|---|---|---|---|---|---|
SNR | K true | Method | TF | Sen | MCC | TF | Sen | MCC |
Simulation I.1 | ||||||||
1:0:3 | 0 | smFARMK=0 | 18.90(6.02) | 0.89(0.04) | 0.92(0.02) | 0.06(0.24) | 1(0) | 0.99(0.02) |
remMap | 21.88(6.61) | 0.93(0.02) | 0.92(0.02) | 0.02(0.14) | 1(0) | 1(0.01) | ||
1:0:5 | 0 | smFARMK=0 | 27.24(3.51) | 0.81(0.03) | 0.88(0.01) | 0(0) | 1(0) | 1(0) |
remMap | 34.10(5.17) | 0.88(0.03) | 0.87(0.02) | 0(0) | 1(0) | 1(0) | ||
Simulation I.2 | ||||||||
1:1:3 | 2 | smFARMK=2 | 18.24(3.46) | 0.87(0.03) | 0.92(0.01) | 0(0) | 1(0) | 1(0) |
remMap | 25.68(11.32) | 0.83(0.04) | 0.89(0.04) | 0.02(0.14) | 1(0) | 1(0.01) | ||
1:1:5 | 2 | smFARMK=2 | 28.51(4.26) | 0.80(0.03) | 0.88(0.02) | 0(0) | 1(0) | 1(0) |
remMap | 33.40(4.92) | 0.76(0.04) | 0.86(0.02) | 0(0) | 1(0) | 1(0) | ||
| ||||||||
Simulation II | ||||||||
1:3:5 | 2 | smFARMK=2 | 48.89(11.54) | 0.82(0.05) | 0.87(0.03) | 10.89(2.53) | 0.66(0.06) | 0.79(0.05) |
smFARMK=0 | 79.80(16.76) | 0.77(0.02) | 0.79(0.04) | 12.10(1.25) | 0.62(0.04) | 0.76(0.03) | ||
remMap | 87.46(20.67) | 0.79(0.03) | 0.77(0.05) | 12.46(1.35) | 0.62(0.05) | 0.75(0.03) |
Note:For each Total False (TF), Sensitivity (Sen), or Matthews correlation coefficient (MCC) measurement, we report mean values together with their standard errors on 50 replicates. smFARMK=K0 represents fitting the smFARM on a given number of latent factors K0.