| R 2adj | q 2 | \(q_{ext}^{2}\) | RMSEtrain | MAEtrain | RMSEtest | MAEtest | AD coverage (%) |
---|---|---|---|---|---|---|---|---|
kNN | 0.783 | 0.774 | 0.602 | 0.413 | 0.299 | 0.707 | 0.398 | 51.4 |
RF | 0.949 | 0.922 | 0.639 | 0.242 | 0.171 | 0.707 | 0.544 | 81.7 |
SVM | 0.923 | 0.915 | 0.627 | 0.253 | 0.119 | 0.688 | 0.507 | 58.6 |
RVM | 0.936 | 0.935 | 0.644 | 0.221 | 0.172 | 0.680 | 0.511 | 62.9 |
laGP | 0.775 | 0.756 | 0.614 | 0.430 | 0.322 | 0.713 | 0.550 | 72.2 |
MPLE | 0.716 | 0.693 | 0.580 | 0.482 | 0.349 | 0.743 | 0.572 | 78.4 |
XGBoost | 0.920 | 0.903 | 0.624 | 0.271 | 0.205 | 0.700 | 0.533 | 74.5 |
Consensus | 0.923 | NA | 0.676 | 0.278 | 0.208 | 0.666 | 0.504 | 71.7 |
Consensus (Except MPLE) | 0.933 | NA | 0.678 | 0.257 | 0.194 | 0.661 | 0.499 | 68.9 |