Table 4.
SMOTE equilibrium results 2005
NB | J48 | SVM | ||||
---|---|---|---|---|---|---|
Instances | Acc. (%) | F-M | Acc. (%) | F-M | Acc. (%) | F-M |
100 | 93.77 | 0.936 | 95.44 | 0.954 | 79.14 | 0.759 |
200 | 93.88 | 0.937 | 97.66 | 0.977 | 79.14 | 0.759 |
300 | 93.81 | 0.937 | 97.99 | 0.98 | 80.43 | 0.776 |
400 | 93.53 | 0.934 | 98.44 | 0.984 | 83.33 | 0.815 |
500 | 93.63 | 0.935 | 98.66 | 0.987 | 83.66 | 0.819 |
600 | 94.15 | 0.94 | 98.83 | 0.988 | 83.63 | 0.818 |
700 | 92.09 | 0.918 | 90.65 | 0.906 | 48.2 | 0.422 |
800 | 94.24 | 0.941 | 90.65 | 0.906 | 78.42 | 0.751 |
900 | 93.92 | 0.938 | 99.04 | 0.99 | 84.09 | 0.824 |
1000 | 94.17 | 0.94 | 99.28 | 0.993 | 84.89 | 0.834 |