Results of ranking classifications on three families of metrics 2013–2019
| Classifications | Threshold metrics | Ranking metric | Probabilistic metrics | ||||
|---|---|---|---|---|---|---|---|
| Ranking (BAR) | Ranking (F2) | avg | Ranking (AUC) | Ranking (LL) | Ranking (BS) | avg | |
| LR | 4 | 2 | 2 | 4 | 2 | 2 | 1-2-3 |
| NB | 9 | 9 | 9 | 8 | 9 | 9 | 9 |
| LDA | 5 | 3 | 5 | 5 | 1 | 3 | 1-2-3 |
| k-NN | 8 | 7 | 7–8 | 9 | 7 | 8 | 7–8 |
| SVM | 3 | 4–5 | 4 | 3 | 4 | 5 | 4–5 |
| CART | 7 | 8 | 7–8 | 7 | 8 | 7 | 7–8 |
| ANN | 2 | 4–5 | 3 | 2 | 5 | 4 | 4–5 |
| RF | 6 | 6 | 6 | 6 | 6 | 6 | 6 |
| GBDT | 1 | 1 | 1 | 1 | 3 | 1 | 1-2-3 |
| Classifications | Threshold metrics | Ranking metric | Probabilistic metrics | ||||
|---|---|---|---|---|---|---|---|
| Ranking (BAR) | Ranking (F2) | avg | Ranking (AUC) | Ranking (LL) | Ranking (BS) | avg | |
| LR | 4 | 2 | 2 | 2 | |||
| NB | 9 | 9 | 9 | 9 | |||
| LDA | 5 | 3 | 1 | 3 | |||
| k-NN | 8 | 7 | 7 | 8 | |||
| SVM | 3 | 4–5 | 4 | 5 | |||
| CART | 7 | 8 | 8 | 7 | |||
| ANN | 2 | 4–5 | 5 | 4 | |||
| RF | 6 | 6 | 6 | 6 | |||
| GBDT | 1 | 1 | 3 | 1 | |||
Note(s): Where Ranking (avg.) is ranking based on the average score of the ranking results of metrics within the same family
Source(s): Author’s own calculations based on Table 2