Table 3 The improvement ratio (IR) values of different classifiers on different datasets
From: Selecting high-quality negative samples for effectively predicting protein-RNA interactions
Dataset | SVM | RF | NB | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Â | SE | SP | GM | ACC | SE | SP | GM | ACC | SE | SP | GM | ACC |
SO 1:1 | 20.2 | –12.8 | 2.4 | 3.1 | 4.5 | 5.8 | 5.1 | 5.1 | 107.2 | 0 | 43.9 | 23.1 |
SO 1:2 | 2.5 | 0.23 | 1.4 | 1.0 | 4.4 | 1.0 | 2.7 | 2.1 | 48.4 | 3.0 | 23.6 | 11.4 |
SO 2:1 | 0.6 | 3.7 | 2.1 | 1.6 | 0.6 | 6.0 | 3.2 | 2.3 | 12.1 | 4.2 | 8.1 | 8.5 |
HOMO 1:1 | 86.5 | –35.4 | 9.8 | 5.3 | 42.1 | 17.2 | 29.0 | 30.8 | –52.2 | 120.4 | 2.6 | 5.0 |
HOMO 1:2 | 109.2 | 12.3 | 53.3 | 25.2 | 65.4 | 29.0 | 46.1 | 35.5 | –59.9 | 302.2 | 26.9 | 54.3 |
HOMO 2:1 | 2.3 | 94.5 | 41.1 | 15.7 | 19.1 | 63.1 | 39.4 | 26.8 | –30.3 | 40.3 | –1.1 | -4.6 |
MUS 1:1 | 249.5 | –63.4 | 13 | 68.7 | 372.2 | –18.7 | 95.9 | 53.9 | –21.1 | 299.5 | 77.5 | 21.8 |
MUS 1:2 | 760.4 | 7.8 | 204.5 | 29.3 | 751.4 | –11.5 | 174.5 | 16.7 | 32.6 | –28.1 | –2.4 | 6.7 |
MUS 2:1 | 2.7 | 497.8 | 147.8 | 11.7 | 3.8 | 286.9 | 100.4 | 31.9 | –18.0 | 299.1 | 80.9 | 0 |