Classifier | Data set | Over_sampling techniques | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
A | B | C | D | E | F | G | H | I | J | K | ||
Random Forest | MiniBoone | 0.86 | 0.90 | 0.92 | 0.92 | 0.93 | 0.91 | 0.94 | 0.94 | 0.96 | 0.95 | 0.92 |
Credit card | 0.78 | 0.83 | 0.86 | 0.85 | 0.88 | 0.84 | 0.91 | 0.89 | 0.92 | 0.91 | 0.85 | |
RLCP | 0.40 | 0.48 | 0.50 | 0.49 | 0.77 | 0.48 | 0.79 | 0.79 | 0.81 | 0.80 | 0.51 | |
Naïve Bayes | MiniBoone | 0.85 | 0.87 | 0.90 | 0.91 | 0.91 | 0.90 | 0.92 | 0.92 | 0.93 | 0.92 | 0.90 |
credit card | 0.76 | 0.80 | 0.82 | 0.82 | 0.87 | 0.81 | 0.89 | 0.87 | 0.90 | 0.90 | 0.83 | |
RLCP | 0.37 | 0.46 | 0.47 | 0.47 | 0.71 | 0.46 | 0.76 | 0.76 | 0.78 | 0.77 | 0.48 | |
AdaBoostM1 | MiniBoone | 0.85 | 0.89 | 0.91 | 0.90 | 0.92 | 0.89 | 0.93 | 0.93 | 0.94 | 0.94 | 0.91 |
Credit card | 0.77 | 0.81 | 0.84 | 0.83 | 0.89 | 0.82 | 0.90 | 0.88 | 0.91 | 0.90 | 0.85 | |
RLCP | 0.39 | 0.47 | 0.48 | 0.48 | 0.73 | 0.47 | 0.77 | 0.78 | 0.80 | 0.80 | 0.50 | |
MultiLayer Perceptron | MiniBoone | 0.85 | 0.88 | 0.91 | 0.90 | 0.91 | 0.89 | 0.92 | 0.92 | 0.93 | 0.93 | 0.91 |
Credit card | 0.76 | 0.81 | 0.83 | 0.83 | 0.86 | 0.82 | 0.88 | 0.88 | 0.90 | 0.90 | 0.84 | |
RLCP | 0.38 | 0.47 | 0.47 | 0.47 | 0.73 | 0.47 | 0.77 | 0.77 | 0.79 | 0.79 | 0.49 | |
Overall average | 0.66 | 0.72 | 0.74 | 0.73 | 0.84 | 0.73 | 0.86 | 0.86 | 0.88 | 0.87 | 0.74 |