| R 2adj | q 2 | \(\varvec{q}_{{\varvec{ext}}}^{2}\) | RMSEtrain | MAEtrain | RMSEtest | MAEtest | AD coverage (%) |
---|---|---|---|---|---|---|---|---|
kNN | 0.815 | 0.805 | 0.636 | 0.383 | 0.277 | 0.674 | 0.364 | 46.1 |
RF | 0.942 | 0.914 | 0.645 | 0.239 | 0.172 | 0.691 | 0.525 | 76.2 |
SVM | 0.681 | 0.668 | 0.617 | 0.501 | 0.323 | 0.701 | 0.516 | 63.3 |
RVM | 0.934 | 0.933 | 0.655 | 0.224 | 0.172 | 0.662 | 0.498 | 56.4 |
laGP | 0.767 | 0.745 | 0.634 | 0.438 | 0.328 | 0.693 | 0.530 | 71.1 |
MPLE | 0.679 | 0.656 | 0.596 | 0.509 | 0.374 | 0.729 | 0.558 | 77.0 |
XGBoost | 0.920 | 0.902 | 0.644 | 0.272 | 0.205 | 0.681 | 0.516 | 67.7 |
Consensus | 0.888 | NA | 0.687 | 0.330 | 0.249 | 0.654 | 0.495 | 69.9 |
Consensus (Except MPLE) | 0.897 | NA | 0.689 | 0.314 | 0.237 | 0.652 | 0.493 | 68.5 |