Model | Taska | Feature | 10-fold CV RMSE | Acc. | Sen. | Spe. | AUC | AUPR | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Task1 | Task2 | Task3 | Task4 | Task5 | ||||||||
LASSO | ST | no group | 0.8601 | 0.9221 | 1.0101 | 0.7578 | 0.6166 | 85.44% | 79.03% | 93.55% | 0.8623 | 0.8648 |
SGL | ST | grouped | 0.7931 | 0.8399 | 0.9157 | 0.6406 | 0.5328 | 85.93% | 82.24% | 90.62% | 0.8647 | 0.8699 |
â„“1, 2MTL | MT | no group | 1.355 | 0.7982 | 0.7832 | 1.2654 | 0.6348 | 86.94% | 83.67% | 91.09% | 0.8729 | 0.8788 |
ℓ1, ∞MTL | MT | no group | 1.1364 | 0.7861 | 0.7748 | 0.9157 | 0.595 | 86.88% | 83.98% | 90.54% | 0.8728 | 0.8792 |
MTL-SGL | MT | grouped | 0.7598 | 0.7106 | 0.714 | 0.5631 | 0.4863 | 87.28% | 85.35% | 89.71% | 0.8772 | 0.8851 |