From: Graph-based data clustering via multiscale community detection
Dataset | Markov Stability (c fixed to ground truth c∗) | Markov Stability (c found by MS unsupervised) |
---|---|---|
Normalised Mutual Information (NMI) | ||
Iris | 0.7980 (c∗=3) | 0.7980 (c=3) |
Glass | 0.3932 (c∗=6) | 0.3687 (c=5) |
Wine | 0.8347 (c∗=3) | 0.8347 (c=3) |
WBDC | 0.7231 (c∗=2) | 0.7231 (c=2) |
Control chart | 0.8489 (c∗=6) | 0.8520 (c=4) |
Parkinson | 0.1334 (c∗=2) | 0.2973 (c=3) |
Vertebral | 0.5971 (c∗=3) | 0.6018 (c=2) |
Breast tissue | 0.5291 (c∗=6) | 0.5104 (c=3) |
Seeds | 0.7142 (c∗=3) | 0.7142 (c=3) |
Image Seg. | 0.5816 (c∗=7) | 0.6338 (c=13) |
Yeast | 0.2909 (c∗=10) | 0.2909 (c=10) |
Average | 0.5858 | 0.6023 |
Adjusted Rand Index (ARI) | ||
Iris | 0.7455 (c∗=3) | 0.7455 (c=3) |
Glass | 0.2380 (c∗=6) | 0.2086 (c=5) |
Wine | 0.8471 (c∗=3) | 0.8471 (c=3) |
WBDC | 0.8244 (c∗=2) | 0.8244 (c=2) |
Control chart | 0.7056 (c∗=6) | 0.6824 (c=4) |
Parkinson | 0.2659 (c∗=2) | 0.2667 (c=3) |
Vertebral | 0.6096 (c∗=3) | 0.6113 (c=2) |
Breast tissue | 0.3659 (c∗=6) | 0.3764 (c=3) |
Seeds | 0.7432 (c∗=3) | 0.7432 (c=3) |
Image Seg. | 0.4150 (c∗=7) | 0.4516 (c=13) |
Yeast | 0.1746 (c∗=10) | 0.1746 (c=10) |
Average | 0.5395 | 0.5393 |