TABLE 2. Classification Accuracy of Different Prototypes on the 12 UCI Datasets.
| Dataset | 3% | 10% | 30% | ||||||
|---|---|---|---|---|---|---|---|---|---|
| prototype1 | prototype2 | METL | prototype1 | prototype2 | METL | prototype1 | prototype2 | METL | |
| breast-cancer | 97.52 | 97.06 | 98.16 | 98.78 | 98.07 | 98.89 | 99.08 | 98.8 | 99.17 |
| diabetes | 75.84 | 81.95 | 81.9 | 79.42 | 83.09 | 83.8 | 81.71 | 83.17 | 85.71 |
| diabetic retinopathy | 62.56 | 62.5 | 63.05 | 63.47 | 63.36 | 63.75 | 67.76 | 67.15 | 67.78 |
| heart-c | 81.93 | 83.72 | 86.82 | 80.71 | 84.49 | 88.37 | 86.53 | 97.98 | 90.69 |
| heart-statlog | 69.7 | 70.83 | 70.21 | 74.3 | 74.75 | 75 | 77.98 | 82.02 | 84.61 |
| hepatitis | 80.88 | 79.73 | 82.35 | 82.35 | 81.04 | 84.31 | 83.72 | 82.35 | 88.23 |
| ILPD | 73.29 | 74.93 | 74.68 | 77.85 | 78.1 | 78.35 | 77.97 | 78.23 | 78.48 |
| mammographic_masses | 63.4 | 63 | 63.2 | 64.5 | 63.9 | 64.11 | 81 | 80.5 | 81 |
| sani | 82.78 | 80.28 | 81.94 | 95.55 | 94.17 | 94.72 | 96.38 | 95.83 | 97.22 |
| sick | 96.03 | 96.03 | 96.03 | 95.65 | 96.31 | 96.6 | 97.28 | 97.45 | 97.73 |
| thoracic surgery | 82.94 | 83.47 | 84.13 | 90.93 | 91.03 | 91.73 | 91.33 | 91.87 | 92 |
| wdbc | 91.52 | 91.69 | 92.54 | 95.93 | 96.61 | 96.76 | 98.88 | 99.15 | 99.32 |
| Average | 78.39 | 79 | 79.83 | 81.26 | 81.73 | 82.79 | 84.94 | 86.35 | 87.06 |