TABLE 5. Accuracy of Four Transfer Algorithms on the 12 UCI Datasets.
| Dataset | METL | MTrA | MSDTrA | MST3 L |
|---|---|---|---|---|
| breast-cancer | 98.89 | 98.17 | 98.44 | 98.62 |
| diabetes | 84.04 | 83.8 | 83.94 | 84.28 |
| diabetic retinopathy | 63.75 | 63.26 | 64.24 | 63.13 |
| heart-c | 88.37 | 85.46 | 87.59 | 87.9 |
| heart-statlog | 75 | 74.16 | 74.16 | 75 |
| hepatitis | 84.31 | 83.42 | 83.66 | 84.45 |
| ILPD | 78.35 | 77.72 | 77.98 | 78.1 |
| mammographic | 64.11 | 63.4 | 65 | 63.4 |
| sani | 94.72 | 95 | 95.56 | 94.44 |
| sick | 96.6 | 93.93 | 94.35 | 96.69 |
| thoracic surgery | 98.89 | 98.17 | 98.44 | 98.62 |
| wdbc | 84.04 | 83.8 | 83.94 | 84.28 |
| Average | 82.81 | 81.83 | 82.49 | 82.6 |