算法 | DPC | SSA-DPC | DBSCAN | K-Means | ||||||||
AMI | ARI | FMI | AMI | ARI | FMI | AMI | ARI | FMI | AMI | ARI | FMI | |
Spiral | 0.165 | 0.140 | 0.143 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.001 | 0.000 | 0.327 |
Jain | 0.505 | 0.514 | 0.790 | 1.000 | 1.000 | 1.000 | 0.273 | 0.290 | 0.806 | 0.370 | 0.324 | 0.700 |
Flame | 0.761 | 0.822 | 0.920 | 0.935 | 0.966 | 0.984 | 0.718 | 0.778 | 0.889 | 0.416 | 0.464 | 0.741 |
Aggregation | 0.899 | 0.785 | 0.830 | 0.926 | 0.913 | 0.931 | 0.959 | 0.915 | 0.937 | 0.892 | 0.774 | 0.825 |
Iris | 0.704 | 0.560 | 0.756 | 0.716 | 0.701 | 0.799 | 0.627 | 0.541 | 0.675 | 0.758 | 0.730 | 0.820 |
Wine | 0.404 | 0.292 | 0.619 | 0.566 | 0.489 | 0.676 | 0.576 | 0.425 | 0.596 | 0.428 | 0.371 | 0.583 |
Seeds | 0.514 | 0.410 | 0.665 | 0.576 | 0.597 | 0.734 | 0.622 | 0.518 | 0.658 | 0.772 | 0.790 | 0.859 |