Table 9.
Tukey’s HSD by learner results
Learner | Class distribution | AUC | Group | Learner | Class distribution | AUC | Group |
---|---|---|---|---|---|---|---|
RF100 | 90:10 | 0.87302 | a | C4.5 | 99.9:0.1 | 0.79967 | a |
95:5 | 0.87246 | ab | 99:1 | 0.79682 | ab | ||
75:25 | 0.86688 | bc | 95:5 | 0.79379 | bc | ||
65:35 | 0.86136 | c | 90:10 | 0.79036 | c | ||
50:50 | 0.85299 | d | 75:25 | 0.78417 | d | ||
99:1 | 0.85069 | d | 65:35 | 0.77854 | e | ||
99.9:0.1 | 0.74375 | e | 50:50 | 0.77126 | f | ||
5NN | 65:35 | 0.80551 | a | LR | 75:25 | 0.82047 | a |
75:25 | 0.80332 | ab | 90:10 | 0.81987 | a | ||
50:50 | 0.79865 | b | 65:35 | 0.81897 | a | ||
90:10 | 0.77650 | c | 95:5 | 0.81877 | a | ||
95:5 | 0.74348 | d | 50:50 | 0.81675 | ab | ||
99:1 | 0.66341 | e | 99:1 | 0.81373 | b | ||
99.9:0.1 | 0.60397 | f | 99.9:0.1 | 0.80768 | c | ||
NB | 65:35 | 0.63116 | a | SVM | 50:50 | 0.79474 | a |
75:25 | 0.63014 | a | 65:35 | 0.78989 | a | ||
50:50 | 0.62594 | a | 75:25 | 0.78512 | a | ||
95:5 | 0.62461 | a | 95:5 | 0.68360 | b | ||
90:10 | 0.62422 | a | 99.9:0.1 | 0.63735 | c | ||
99:1 | 0.61991 | a | 99:1 | 0.62875 | c | ||
99.9:0.1 | 0.61770 | a | 90:10 | 0.60361 | d |