Dataset | K | es | nselectboot | kluster | X-means | Elbow | Silhouette | Gap statistic | RSPCE |
---|---|---|---|---|---|---|---|---|---|
Covertype | 7 | 5% | 2.8 ± 1.2 | 11.3 ± 0.5 | 2.1 ± 0.3 | 7.4 ± 1.2 | 2.1 ± 0.3 | 2.2 ± 0.3 | 4.6 ± 0.9 |
10% | 4.0 ± 1.9 | 10.3 ± 1.0 | 2.3 ± 0.7 | 7.3 ± 1.3 | 2.3 ± 1.5 | 2.3 ± 0.3 | 6.0 ± 0.7 | ||
20% | 6.6 ± 3.5 | 10.7 ± 0.5 | 2.2 ± 0.4 | 7.7 ± 0.8 | 2.2 ± 0.2 | 2.2 ± 0.2 | 7.1 ± 0.5 | ||
30% | 8.4 ± 5.5 | 10.7 ± 1.0 | 2.2 ± 0.4 | 8.0 ± 0.7 | 2.4 ± 0.4 | 2.2 ± 0.1 | 7.8 ± 0.8 | ||
40% | 9.4 ± 5.5 | 11.3 ± 1.0 | 2.2 ± 0.4 | 8.4 ± 1.4 | NA | 2.1 ± 0.1 | 8.2 ± 0.8 | ||
50% | 9.8 ± 5.9 | 11.0 ± 0.6 | 2.1 ± 0.3 | 7.3 ± 0.9 | NA | 2.1 ± 0.1 | 8.2 ± 0.6 | ||
KDD’99ID | 23 | 1% | 6.8 ± 6.7 | 10.6 ± 0.9 | 53.6 ± 5.9 | 6.8 ± 0.9 | 4.3 ± 0.5 | 48.7 ± 0.6 | 2.9 ± 0.4 |
2% | 5.8 ± 6.3 | 10.4 ± 0.5 | 51.2 ± 5.2 | 4.8 ± 0.7 | 3.6 ± 0.4 | 46.5 ± 1.4 | 3.0 ± 0.0 | ||
5% | 6.8 ± 7.5 | 10.4 ± 0.5 | 53.0 ± 4.5 | 4.8 ± 0.6 | 3.6 ± 0.5 | 48.7 ± 0.6 | 3.0 ± 0.0 | ||
10% | 7.3 ± 8.5 | 10.2 ± 0.4 | 53.0 ± 4.5 | 5.2 ± 0.8 | 3.4 ± 0.5 | 46.5 ± 1.7 | 3.0 ± 0.0 | ||
15% | 8.0 ± 8.7 | 10.5 ± 0.6 | 53.5 ± 4.8 | 4.2 ± 0.8 | NA | NA | 3.0 ± 0.0 | ||
20% | 7.7 ± 8.1 | 10.4 ± 0.5 | 53.0 ± 4.5 | 4.4 ± 0.5 | NA | NA | 3.0 ± 0.0 | ||
PokerHand | 10 | 1% | 3.2 ± 0.6 | 2.9 ± 0.3 | 17.8 ± 2.4 | 6.7 ± 1.7 | 4.5 ± 0.9 | 11.4 ± 1.3 | 3.5 ± 0.5 |
2% | 3.4 ± 0.7 | 3.6 ± 0.4 | 18.3 ± 2.5 | 7.2 ± 1.9 | 4.7 ± 0.5 | 12.2 ± 0.9 | 3.7 ± 0.6 | ||
5% | 2.7 ± 0.5 | 3.5 ± 0.6 | 17.9 ± 1.9 | 7.3 ± 1.2 | 3.9 ± 0.8 | 11.4 ± 2.3 | 3.9 ± 0.8 | ||
10% | 2.3 ± 0.6 | 3.6 ± 0.5 | 19.4 ± 1.5 | 6.9 ± 1.8 | 4.8 ± 0.8 | 11.7 ± 1.2 | 3.9 ± 0.4 | ||
15% | 2.4 ± 0.6 | 3.6 ± 0.4 | 18.1 ± 1.7 | 6.6 ± 1.3 | NA | NA | 4.0 ± 0.0 | ||
20% | 2.1 ± 0.8 | 3.8 ± 0.3 | 17.4 ± 1.4 | 6.8 ± 1.5 | NA | NA | 4.0 ± 0.0 | ||
SUSY | 2 | 1% | 2.9 ± 0.4 | 8.3 ± 0.7 | 13.4 ± 1.3 | 4.3 ± 0.8 | 7.7 ± 0.8 | 4.5 ± 0.9 | 2.6 ± 0.6 |
2% | 3.2 ± 0.6 | 8.4 ± 0.5 | 11.9 ± 2.5 | 4.6 ± 1.2 | 6.5 ± 2.1 | 5.0 ± 1.6 | 3.2 ± 0.4 | ||
5% | 2.6 ± 0.7 | 9.2 ± 1.1 | 13.3 ± 2.1 | 5.1 ± 0.7 | 8.1 ± 1.5 | 5.2 ± 0.8 | 3.4 ± 0.5 | ||
10% | 2.5 ± 0.5 | 8.6 ± 0.5 | 15.1 ± 0.9 | 6.7 ± 0.9 | 9.3 ± 1.2 | 6.1 ± 1.2 | 3.3 ± 0.5 | ||
15% | 2.9 ± 1.1 | 9.2 ± 0.8 | 16.9 ± 1.2 | 7.7 ± 1.3 | NA | NA | 3.7 ± 0.4 | ||
20% | 2.8 ± 0.7 | 9.4 ± 0.6 | 15.4 ± 1.8 | 6.5 ± 0.8 | NA | NA | 3.8 ± 0.4 |