Table 2. Accuracy of ClusterCentroids parametrized with near-optimal number of prototypes.
Noise (σ) | Out-of-band points (%) | Accuracy (4 classes) | Accuracy (6 classes) | Accuracy (8 classes) | Accuracy (10 classes) | Accuracy (12 classes) |
---|---|---|---|---|---|---|
0.05 | 0 | 0.975 | 0.98625 | 0.9775 | 0.9775 | 0.975 |
0.1 | 1 | 0.94375 | 0.94 | 0.94 | 0.9425 | 0.93125 |
0.2 | 21 | 0.77375 | 0.77625 | 0.76375 | 0.79375 | 0.81375 |
0.4 | 53 | 0.53 | 0.4925 | 0.5325 | 0.58375 | 0.60875 |