Dataset | Random classifier | Pre‐selected classifier | Set‐specific classifier | |||||
---|---|---|---|---|---|---|---|---|
Rank | Name | Rank | AUC | Rank | AUC | |||
Mean | Mean | Increase | Increase | Mean | Increase | Increase | ||
Set A | 3.43 | glmnet | 3.64 | −0.21 | 0.00 | 3.10 | 0.33 | 0.02 |
Set B | 3.44 | rf | 2.92 | 0.52 | 0.02 | 3.31 | 0.13 | 0.00 |
Set C | 3.49 | rf | 1.94 | 1.55 | 0.05 | 2.78 | 0.71 | 0.03 |
Set D | 3.59 | rf | 2.60 | 0.99 | 0.05 | 3.31 | 0.28 | 0.02 |
Set E | 3.53 | rf | 1.89 | 1.63 | 0.05 | 2.58 | 0.94 | 0.03 |
Set F | 3.57 | rf | 2.99 | 0.58 | 0.04 | 3.52 | 0.05 | 0.01 |
Set G | 3.43 | rf | 3.81 | −0.39 | 0.00 | 1.70 | 1.73 | 0.05 |
Set H | 3.65 | rf | 1.59 | 2.06 | 0.07 | 1.71 | 1.93 | 0.06 |
Set I | 3.49 | glmnet | 3.50 | 0.00 | 0.00 | 2.08 | 1.42 | 0.03 |
Set J | 3.52 | rf | 4.18 | −0.67 | −0.01 | 3.41 | 0.11 | 0.01 |
Set K | 3.59 | rf | 3.33 | 0.26 | 0.02 | 3.20 | 0.39 | 0.02 |
Set L | 3.44 | rf | 3.50 | −0.06 | 0.00 | 3.66 | −0.22 | −0.01 |
Mean | 3.51 | 2.99 | 0.52 | 0.02* | 2.86 | 0.65 | 0.02* |