Table 4.
F-measure of best classical models
| Training Size | LR | SVM | NB | RF | DT |
|---|---|---|---|---|---|
| 100 k | 0.8429 | 0.8905 | 0.8462 | 0.771 | 0.7512 |
| 200 k | 0.8597 | 0.8968 | 0.8626 | 0.7821 | 0.7194 |
| 300 k | 0.8708 | 0.9092 | 0.8749 | 0.8028 | 0.7582 |
| 500 k | 0.8784 | 0.9023 | 0.8861 | 0.8116 | 0.7465 |
| 1 M | 0.8907 | 0.9058 | 0.8906 | 0.8231 | 0.775 |
| 2 M | 0.8948 | 0.9048 | 0.8961 | 0.8409 | 0.7592 |
| 3 M | 0.8984 | 0.9049 | 0.8989 | 0.8464 | 0.7262 |