Table 4 Measured MAEs of the competitor methods and NN-CroMEL on the target experimental datasets
Target Experimental Dataset | XGBoost | FDNN | ElemNet | RFN | Roost | NN-CroMEL |
|---|---|---|---|---|---|---|
ESTM-RT-PF | 0.536 (0.081) | 0.726 (0.037) | 1.266 (0.144) | 1.267 (0.160) | 0.640 (0.099) | 0.506 (0.105) |
ESTM-RT-ZT | 0.044 (0.005) | 0.053 (0.007) | 0.066 (0.010) | 0.059 (0.009) | 0.055 (0.009) | 0.035 (0.008) |
ESTM-HT-PF | 0.329 (0.104) | 0.424 (0.080) | 1.252 (0.133) | 1.367 (0.126) | 0.383 (0.056) | 0.238 (0.054) |
ESTM-HT-ZT | 0.100 (0.013) | 0.113 (0.014) | 0.144 (0.014) | 0.141 (0.016) | 0.134 (0.021) | 0.085 (0.012) |
SCMAT-BIN | 1.432 (0.044) | 1.486 (0.037) | 1.579 (0.050) | 1.519 (0.083) | 1.389 (0.027) | 0.992 (0.190) |
SCMAT-TER | 1.951 (0.086) | 2.168 (0.113) | 3.105 (0.207) | 2.681 (0.100) | 2.222 (0.106) | 1.418 (0.272) |
IPOP-200-QE | 8.343 (1.780) | 9.495 (0.569) | 13.241 (2.457) | 13.625 (3.133) | 10.132 (1.087) | 7.367 (0.957) |
IPOP-200-DT | 0.630 (0.244) | 0.819 (0.147) | 2.119 (0.412) | 1.822 (0.327) | 0.583 (0.202) | 0.493 (0.193) |
IPOP-300-QE | 8.885 (0.518) | 13.480 (0.644) | 12.749 (0.899) | 13.927 (1.342) | 12.373 (0.903) | 9.229 (1.883) |
IPOP-300-DT | 0.606 (0.100) | 1.044 (0.159) | 2.001 (0.100) | 1.412 (0.083) | 0.788 (0.118) | 0.548 (0.122) |
Liverpool-RT | 2.136 (0.296) | 2.391 (0.230) | 2.720 (0.354) | 2.815 (0.308) | 2.535 (0.432) | 1.710 (0.361) |
MGTT | 0.020 (0.003) | 0.022 (0.002) | 0.041 (0.013) | 0.022 (0.002) | 0.024 (0.003) | 0.015 (0.001) |
EFE | 0.074 (0.003) | 0.064 (0.004) | 0.095 (0.003) | 0.094 (0.003) | 0.065 (0.002) | 0.038 (0.013) |
EBG | 0.309 (0.012) | 0.326 (0.008) | 0.466 (0.021) | 0.439 (0.005) | 0.312 (0.013) | 0.182 (0.056) |
