Table 1.
Error rates on Gaussian mixture .
| ρ | ϵ | RF | K-means | hClustering | rpTrees |
|---|---|---|---|---|---|
| 0.1 | 0 | 8.18% | 7.68% | 5.16% | 5.82% |
| 0.1 | 9.25% | 8.90% | 5.52% | 6.32% | |
| 0.2 | 11.16% | 10.71% | 6.91% | 8.06% | |
| 0.3 | 15.28% | 15.04% | 11.21% | 12.25% | |
| 0.3 | 0 | 11.55% | 11.08% | 9.26% | 9.51% |
| 0.1 | 12.32% | 12.16% | 9.68% | 9.98% | |
| 0.2 | 13.77% | 13.53% | 11.15% | 11.61% | |
| 0.3 | 18.09% | 17.69% | 16.17% | 15.58% | |
| 0.5 | 0 | 15.81% | 15.73% | 14.47% | 14.38% |
| 0.1 | 16.73% | 16.44% | 15.43% | 14.97% | |
| 0.2 | 17.83% | 17.56% | 17.09% | 16.43% | |
| 0.3 | 22.17% | 21.87% | 21.98% | 19.88% |