| screening method | response | |||
|
| 1 | 2 | 3 | 4 |
classification method | SVM | ||||
G-mean (training data) | APC-SIS | 1.0000 | 0.9304 | 0.9709 | 0.9713 |
IG-SIS | 1.0000 | 0.9025 | 0.9093 | 1.0000 | |
PG-SIS | 0.9853 | 0.9378 | 0.9514 | 0.9946 | |
G-mean (test data) | APC-SIS | 0.9775 | 0.9913 | 0.9564 | 0.9379 |
IG-SIS | 1.0000 | 0.9439 | 0.8736 | 0.9922 | |
PG-SIS | 0.9678 | 0.9779 | 0.9173 | 0.9739 | |
F-measure (training data) | APC-SIS | 0.7673 | 0.5958 | 0.7124 | 0.7101 |
IG-SIS | 0.6924 | 0.3969 | 0.4121 | 0.7004 | |
PG-SIS | 0.7307 | 0.6095 | 0.6511 | 0.7469 | |
F-measure (test data) | APC-SIS | 0.5424 | 0.3233 | 0.5333 | 0.4033 |
IG-SIS | 0.5850 | 0.1667 | 0.2167 | 0.5505 | |
PG-SIS | 0.4533 | 0.2667 | 0.3967 | 0.5057 | |
classification method | DT | ||||
G-mean (training data) | APC-SIS | 0.9909 | 0.8898 | 0.9489 | 0.9872 |
IG-SIS | 0.9945 | 0.8743 | 0.9437 | 0.9917 | |
PG-SIS | 0.9815 | 0.8902 | 0.9578 | 0.9835 | |
G-mean (test data) | APC-SIS | 0.9913 | 0.9626 | 0.9371 | 0.9774 |
IG-SIS | 0.9913 | 0.9200 | 0.9371 | 0.9862 | |
PG-SIS | 0.9862 | 0.8963 | 0.8838 | 0.9609 | |
F-measure (training data) | APC-SIS | 0.6743 | 0.2915 | 0.5757 | 0.6648 |
IG-SIS | 0.6668 | 0.1792 | 0.5466 | 0.6613 | |
PG-SIS | 0.6424 | 0.2807 | 0.5825 | 0.6468 | |
F-measure (test data) | APC-SIS | 0.5457 | 0.1967 | 0.4000 | 0.5367 |
IG-SIS | 0.5790 | 0.0500 | 0.4333 | 0.5471 | |
PG-SIS | 0.4667 | 0.0500 | 0.2933 | 0.4333 | |
classification method | RF | ||||
G-mean (training data) | APC-SIS | 1.0000 | 0.9458 | 1.0000 | 1.0000 |
IG-SIS | 1.0000 | 0.9458 | 1.0000 | 1.0000 | |
PG-SIS | 0.9923 | 0.9421 | 0.9782 | 1.0000 | |
G-mean (test data) | APC-SIS | 1.0000 | 0.9807 | 0.9540 | 0.9835 |
IG-SIS | 1.0000 | 0.9894 | 0.9523 | 0.9453 | |
PG-SIS | 0.9871 | 0.9524 | 0.9384 | 0.9774 | |
F-measure (training data) | APC-SIS | 1.0000 | 1.0000 | 1.0000 | 1.0000 |
IG-SIS | 1.0000 | 1.0000 | 1.0000 | 1.0000 | |
PG-SIS | 0.8603 | 0.7671 | 0.8417 | 0.8725 | |
F-measure (test data) | APC-SIS | 0.6624 | 0.3500 | 0.6300 | 0.6300 |
IG-SIS | 0.6124 | 0.3567 | 0.5733 | 0.4667 | |
PG-SIS | 0.5967 | 0.2833 | 0.4933 | 0.5733 |