Table A2.
DTree | kNN | |||||||
---|---|---|---|---|---|---|---|---|
Sampler | % | % | % | % | % | % | % | % |
Assembled-SMOTE | 1.77 | 0.61 | 4.49 | 1.73 | 1.43 | 0.81 | 4.62 | 1.85 |
CCR | 1.58 | 0.55 | 4.09 | 1.52 | 1.58 | 0.78 | 4.93 | 2.01 |
G-SMOTE | 1.86 | 0.54 | 4.68 | 1.86 | 1.53 | 0.70 | 4.61 | 1.98 |
LVQ-SMOTE | 1.48 | 0.64 | 4.02 | 1.49 | 1.46 | 0.74 | 4.35 | 1.77 |
Lee | 1.80 | 0.61 | 4.49 | 1.77 | 1.44 | 0.79 | 4.53 | 1.86 |
ModularOverSampler | 1.80 | 0.59 | 4.59 | 1.97 | 1.65 | 0.82 | 4.97 | 2.24 |
ProWSyn | 1.80 | 0.71 | 4.19 | 1.77 | 1.45 | 0.98 | 4.57 | 1.79 |
Polynomial Fitting SMOTE | 1.49 | 0.41 | 4.33 | 1.97 | 1.54 | 0.56 | 4.70 | 2.33 |
SMOBD | 1.79 | 0.61 | 4.46 | 1.74 | 1.44 | 0.80 | 4.52 | 1.83 |
SMOTE | 1.86 | 0.63 | 4.68 | 1.77 | 1.42 | 0.77 | 4.49 | 1.86 |
SMOTE-IPF | 1.79 | 0.65 | 4.74 | 1.74 | 1.46 | 0.80 | 4.55 | 1.87 |
SMOTE-TomekLinks | 1.77 | 0.62 | 4.65 | 1.83 | 1.48 | 0.81 | 4.60 | 1.86 |
SVM | MLP | |||||||
Assembled-SMOTE | 1.55 | 0.47 | 2.44 | 1.42 | 1.45 | 0.56 | 3.13 | 1.62 |
CCR | 1.43 | 0.41 | 2.11 | 1.16 | 1.25 | 0.49 | 2.58 | 1.36 |
G-SMOTE | 1.50 | 0.43 | 2.41 | 1.35 | 1.40 | 0.41 | 3.05 | 1.52 |
LVQ-SMOTE | 1.32 | 0.47 | 2.10 | 1.14 | 1.26 | 0.45 | 2.69 | 1.28 |
Lee | 1.55 | 0.47 | 2.46 | 1.46 | 1.43 | 0.44 | 2.95 | 1.60 |
ModularOverSampler | 1.61 | 0.44 | 2.53 | 1.47 | 1.56 | 0.49 | 3.34 | 1.70 |
ProWSyn | 1.48 | 0.41 | 2.27 | 1.29 | 1.36 | 0.52 | 2.88 | 1.46 |
Polynomial Fitting SMOTE | 1.42 | 0.24 | 2.38 | 1.35 | 1.43 | 0.39 | 2.95 | 1.36 |
SMOBD | 1.51 | 0.40 | 2.32 | 1.36 | 1.41 | 0.48 | 2.97 | 1.58 |
SMOTE | 1.56 | 0.50 | 2.41 | 1.45 | 1.48 | 0.53 | 2.93 | 1.55 |
SMOTE-IPF | 1.58 | 0.45 | 2.39 | 1.43 | 1.40 | 0.47 | 3.06 | 1.67 |
SMOTE-TomekLinks | 1.54 | 0.34 | 2.31 | 1.38 | 1.55 | 0.69 | 3.11 | 1.57 |