Dataset | SVM | LDA | RF | C4.5 | NB | PLR | RL | TRL | TRL-FM |
---|---|---|---|---|---|---|---|---|---|
Emblom | 1.00 | 1.00 | 1.00 | 0.98 | 0.96 | 0.98 | 0.97 | 0.97 | 0.94 |
Freije | 0.74 | 0.72 | 0.72 | 0.73 | 0.82 | 0.76 | 0.76 | 0.78 | 0.80 |
Gravendeel | 0.52 | 0.59 | 0.59 | 0.53 | 0.63 | 0.56 | 0.49 | 0.49 | 0.59 |
KangA | 0.93 | 0.86 | 0.86 | 0.79 | 0.94 | 0.90 | 0.86 | 0.93 | 0.97 |
KangB | 0.91 | 0.87 | 0.87 | 0.87 | 0.91 | 0.95 | 0.83 | 0.91 | 0.95 |
Konishi | 0.90 | 0.68 | 0.68 | 0.74 | 0.90 | 0.90 | 0.78 | 0.83 | 0.95 |
Lapointe | 0.96 | 0.91 | 0.91 | 0.94 | 0.97 | 0.96 | 0.93 | 0.93 | 0.97 |
Larsson | 0.33 | 0.67 | 0.67 | 0.58 | 0.67 | 0.67 | 0.75 | 0.75 | 1.00 |
Nanni | 0.70 | 0.61 | 0.61 | 0.44 | 0.57 | 0.65 | 0.54 | 0.54 | 0.64 |
Pardo | 0.83 | 0.85 | 0.85 | 0.63 | 0.80 | 0.88 | 0.85 | 0.90 | 0.95 |
Paugh | 0.48 | 0.45 | 0.45 | 0.43 | 0.50 | 0.45 | 0.51 | 0.52 | 0.54 |
Petalidis | 0.75 | 0.71 | 0.71 | 0.69 | 0.80 | 0.80 | 0.83 | 0.88 | 0.91 |
Phillips | 0.73 | 0.70 | 0.70 | 0.66 | 0.75 | 0.80 | 0.66 | 0.73 | 0.78 |
Singh | 0.89 | 0.90 | 0.90 | 0.89 | 0.88 | 0.91 | 0.89 | 0.89 | 0.93 |
Varambally | 1.00 | 0.92 | 0.92 | 0.67 | 1.00 | 1.00 | 0.83 | 1.00 | 1.00 |
Wallace | 0.82 | 0.85 | 0.85 | 0.76 | 0.81 | 0.87 | 0.76 | 0.81 | 0.84 |
Welsh | 0.94 | 0.66 | 0.66 | 0.79 | 0.93 | 0.94 | 0.92 | 0.95 | 0.93 |
Yamanaka | 0.57 | 0.57 | 0.57 | 0.56 | 0.71 | 0.56 | 0.50 | 0.50 | 0.79 |
Yang | 0.69 | 0.51 | 0.51 | 0.89 | 0.57 | 0.73 | 0.94 | 0.94 | 0.89 |
Yu | 0.94 | 0.93 | 0.93 | 0.80 | 0.97 | 0.94 | 0.88 | 0.90 | 0.93 |
AVG AUC | 0.77 | 0.74 | 0.74 | 0.71 | 0.80 | 0.81 | 0.77 | 0.80 | 0.86 |
AVG SEM | 0.06 | 0.07 | 0.07 | 0.07 | 0.06 | 0.05 | 0.07 | 0.06 | 0.04 |