Prototype Selection on Breast OpenML 45085 (10 outer folds)
0.619G-MeanKMeans
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KMeansDistance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.619 | 63.1 | 64.2 | 4.87 | 72.52 | 0.14 | |
| CNNDistance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.616 | 63.1 | 64.4 | 4.54 | 36.88 | 0.29 | |
| BoundaryTPSDistance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.588 | 60.3 | 61.5 | 1.72 | 78.21 | 0.12 | |
| IB3Distance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.531 | 58.2 | 61.1 | 3.93 | 57.28 | 0.11 | |
| SPOTGreedyDistance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.531 | 58.6 | 61.8 | 3.96 | 70.25 | 0.05 | |
| CNN+ENNDistance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.489 | 53.9 | 56.4 | 8.14 | 76.4 | 0.41 | |
| DROP3Distance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.48 | 54.9 | 59.4 | 9.04 | 87.52 | 0.45 | |
| ICFDistance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.469 | 55.9 | 61.2 | 10.19 | 86.14 | 0.44 | |
| TPSDistance Metric=Manhattan distance, Evaluation Protocol=Averaged across six classifiers, Baseline G-Mean=0.5712025.11 | 0.423 | 49.3 | 53.8 | 14.75 | 86.25 | 0.18 |