Table 5.
Class distribution | 5NN | C4.5 | LR | NB | RF100 | SVM |
---|---|---|---|---|---|---|
99.9:0.1 | 0.60397 | 0.79967 | 0.80768 | 0.61770 | 0.74375 | 0.63735 |
99:1 | 0.66341 | 0.79682 | 0.81373 | 0.61991 | 0.85069 | 0.62875 |
95:5 | 0.74348 | 0.79379 | 0.81877 | 0.62461 | 0.87246 | 0.68360 |
90:10 | 0.77650 | 0.79036 | 0.81987 | 0.62422 | 0.87302 | 0.60361 |
75:25 | 0.80332 | 0.78417 | 0.82047 | 0.63014 | 0.86688 | 0.78512 |
65:35 | 0.80551 | 0.77854 | 0.81897 | 0.63116 | 0.86136 | 0.78989 |
50:50 | 0.79865 | 0.77126 | 0.81675 | 0.62594 | 0.85299 | 0.79474 |