Classifier | Data set | Over_sampling techniques | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
A | B | C | D | E | F | G | H | I | J | K | ||
Random Forest | MiniBoone | 0.82 | 0.84 | 0.84 | 0.84 | 0.87 | 0.84 | 0.90 | 0.89 | 0.91 | 0.90 | 0.85 |
Credit card | 0.72 | 0.75 | 0.78 | 0.77 | 0.85 | 0.76 | 0.87 | 0.87 | 0.89 | 0.88 | 0.79 | |
RLCP | 0.24 | 0.27 | 0.28 | 0.28 | 0.69 | 0.27 | 0.73 | 0.73 | 0.74 | 0.72 | 0.42 | |
Naïve Bayes | MiniBoone | 0.79 | 0.83 | 0.83 | 0.83 | 0.85 | 0.83 | 0.86 | 0.86 | 0.89 | 0.87 | 0.83 |
Credit card | 0.69 | 0.74 | 0.75 | 0.75 | 0.82 | 0.74 | 0.84 | 0.84 | 0.85 | 0.84 | 0.76 | |
RLCP | 0.23 | 0.25 | 0.26 | 0.26 | 0.66 | 0.25 | 0.68 | 0.70 | 0.70 | 0.70 | 0.40 | |
AdaBoostM1 | MiniBoone | 0.80 | 0.83 | 0.84 | 0.84 | 0.86 | 0.83 | 0.88 | 0.87 | 0.90 | 0.88 | 0.84 |
Credit card | 0.70 | 0.74 | 0.76 | 0.75 | 0.82 | 0.75 | 0.85 | 0.86 | 0.86 | 0.86 | 0.78 | |
RLCP | 0.23 | 0.26 | 0.27 | 0.27 | 0.68 | 0.26 | 0.71 | 0.71 | 0.72 | 0.70 | 0.41 | |
MultiLayer Perceptron | MiniBoone | 0.79 | 0.83 | 0.83 | 0.83 | 0.85 | 0.83 | 0.87 | 0.87 | 0.89 | 0.87 | 0.83 |
Credit card | 0.69 | 0.74 | 0.76 | 0.75 | 0.82 | 0.75 | 0.85 | 0.85 | 0.86 | 0.85 | 0.77 | |
RLCP | 0.23 | 0.25 | 0.26 | 0.26 | 0.67 | 0.25 | 0.70 | 0.71 | 0.71 | 0.70 | 0.40 | |
Overall average | 0.58 | 0.61 | 0.62 | 0.62 | 0.79 | 0.61 | 0.81 | 0.81 | 0.83 | 0.81 | 0.67 |