Table 1 Ranking performances of nine methods with three datasets
|  |  | SVM + poly | SVM + rbf | SVM + linear | RF | DT | GBDT | KNN | LR | NB |
|---|---|---|---|---|---|---|---|---|---|---|
LOOCV | Data1 | 1 | 2 | 3 | 7 | 8 | 9 | 5 | 4 | 6 |
Data2 | 4 | 6 | 3 | 2 | 8 | 7 | 1 | 9 | 5 | |
Data3 | 4 | 5 | 3 | 1 | 8 | 6 | 2 | 9 | 7 | |
threefold cross validation | Data1 | 2 | 1 | 3 | 9 | 8 | 7 | 6 | 5 | 4 |
Data2 | 4 | 5 | 3 | 6 | 8 | 7 | 2 | 9 | 1 | |
Data3 | 6 | 4 | 5 | 1 | 7 | 3 | 2 | 9 | 8 | |
fivefold cross validation | Data1 | 3 | 2 | 1 | 7 | 8 | 9 | 5 | 6 | 4 |
Data2 | 5 | 6 | 3 | 2 | 8 | 7 | 1 | 9 | 4 | |
Data3 | 3 | 6 | 5 | 1 | 8 | 4 | 2 | 9 | 7 | |
tenfold cross validation | Data1 | 2 | 1 | 3 | 6 | 9 | 7 | 8 | 4 | 5 |
Data2 | 5 | 6 | 3 | 4 | 8 | 7 | 1 | 9 | 2 | |
Data3 | 3 | 5 | 4 | 1 | 8 | 6 | 2 | 9 | 7 | |
Average ranking | Â | 3.5 | 4.1 | 3.25 | 3.9 | 8 | 6.6 | 3.1 | 7.6 | 5 |