Clustering on Uniform Distribution R^d (test)
0Runtime (s)K-Means
Evaluation Results
| Method | Links | |
|---|---|---|
| K-Meansinit=k-means++, d=2, k=2, n=10,0002026.04 | 0 | |
| K-Meansinit=k-means++, d=5, k=2, n=10,0002026.04 | 0 | |
| LumbermarkM=1, d=2, k=2, n=10,0002026.04 | 0.01 | |
| LumbermarkM=10, d=2, k=2, n=10,0002026.04 | 0.01 | |
| LumbermarkM=1, d=2, k=10, n=10,0002026.04 | 0.01 | |
| LumbermarkM=10, d=2, k=10, n=10,0002026.04 | 0.01 | |
| K-Meansinit=k-means++, d=2, k=10, n=10,0002026.04 | 0.01 | |
| K-Meansinit=k-means++, d=10, k=2, n=10,0002026.04 | 0.01 | |
| K-Meansinit=random, d=2, k=2, n=10,0002026.04 | 0.02 | |
| EM for Gaussian mixturesd=2, k=2, n=10,0002026.04 | 0.02 | |
| K-Meansinit=k-means++, d=2, k=2, n=100,0002026.04 | 0.02 | |
| LumbermarkM=1, d=5, k=2, n=10,0002026.04 | 0.02 | |
| LumbermarkM=10, d=5, k=2, n=10,0002026.04 | 0.02 | |
| EM for Gaussian mixturesd=5, k=2, n=10,0002026.04 | 0.02 | |
| LumbermarkM=1, d=5, k=10, n=10,0002026.04 | 0.02 | |
| LumbermarkM=10, d=5, k=10, n=10,0002026.04 | 0.02 | |
| K-Meansinit=k-means++, d=5, k=10, n=10,0002026.04 | 0.02 | |
| K-Meansinit=k-means++, d=10, k=10, n=10,0002026.04 | 0.02 | |
| K-Meansinit=random, d=5, k=2, n=10,0002026.04 | 0.03 | |
| K-Meansinit=k-means++, d=5, k=2, n=100,0002026.04 | 0.03 | |
| K-Meansinit=random, d=10, k=2, n=10,0002026.04 | 0.03 | |
| EM for Gaussian mixturesd=10, k=2, n=10,0002026.04 | 0.03 | |
| K-Meansinit=k-means++, d=10, k=2, n=100,0002026.04 | 0.03 | |
| K-Meansinit=random, d=2, k=10, n=10,0002026.04 | 0.04 | |
| HDBSCANvariant=fast, d=2, k=2, n=10,0002026.04 | 0.05 | |
| EM for Gaussian mixturesd=2, k=10, n=10,0002026.04 | 0.05 | |
| K-Meansinit=k-means++, d=2, k=10, n=100,0002026.04 | 0.05 | |
| HDBSCANvariant=fast, d=5, k=2, n=10,0002026.04 | 0.06 | |
| LumbermarkM=1, d=2, k=2, n=100,0002026.04 | 0.07 | |
| LumbermarkM=10, d=2, k=2, n=100,0002026.04 | 0.09 | |
| K-Meansinit=random, d=2, k=2, n=100,0002026.04 | 0.09 | |
| K-Meansinit=random, d=5, k=10, n=10,0002026.04 | 0.09 | |
| LumbermarkM=1, d=10, k=2, n=10,0002026.04 | 0.09 | |
| LumbermarkM=10, d=10, k=2, n=10,0002026.04 | 0.09 | |
| LumbermarkM=1, d=10, k=10, n=10,0002026.04 | 0.09 | |
| LumbermarkM=10, d=10, k=10, n=10,0002026.04 | 0.09 | |
| LumbermarkM=1, d=2, k=10, n=100,0002026.04 | 0.1 | |
| LumbermarkM=10, d=2, k=10, n=100,0002026.04 | 0.11 | |
| EM for Gaussian mixturesd=2, k=2, n=100,0002026.04 | 0.12 | |
| K-Meansinit=random, d=5, k=2, n=100,0002026.04 | 0.12 | |
| K-Meansinit=k-means++, d=5, k=10, n=100,0002026.04 | 0.12 | |
| K-Meansinit=random, d=10, k=2, n=100,0002026.04 | 0.12 | |
| HDBSCANvariant=std, d=2, k=2, n=10,000, allows_requesting_k=false2026.04 | 0.15 | |
| K-Meansinit=random, d=10, k=10, n=10,0002026.04 | 0.15 | |
| K-Meansinit=k-means++, d=2, k=2, n=1,000,0002026.04 | 0.16 | |
| LumbermarkM=1, d=5, k=2, n=100,0002026.04 | 0.16 | |
| K-Meansinit=k-means++, d=10, k=10, n=100,0002026.04 | 0.18 | |
| EM for Gaussian mixturesd=5, k=2, n=100,0002026.04 | 0.19 | |
| K-Meansinit=random, d=2, k=10, n=100,0002026.04 | 0.2 | |
| LumbermarkM=1, d=5, k=10, n=100,0002026.04 | 0.2 | |
| LumbermarkM=10, d=5, k=2, n=100,0002026.04 | 0.21 | |
| K-Meansinit=k-means++, d=5, k=2, n=1,000,0002026.04 | 0.21 | |
| EM for Gaussian mixturesd=10, k=2, n=100,0002026.04 | 0.21 | |
| LumbermarkM=10, d=5, k=10, n=100,0002026.04 | 0.23 | |
| HDBSCANvariant=fast, d=10, k=2, n=10,0002026.04 | 0.23 | |
| EM for Gaussian mixturesd=5, k=10, n=10,0002026.04 | 0.24 | |
| K-Meansinit=k-means++, d=10, k=2, n=1,000,0002026.04 | 0.32 | |
| HDBSCANvariant=std, d=5, k=2, n=10,000, allows_requesting_k=false2026.04 | 0.44 | |
| K-Meansinit=random, d=5, k=10, n=100,0002026.04 | 0.46 | |
| K-Meansinit=k-means++, d=2, k=10, n=1,000,0002026.04 | 0.51 | |
| K-Meansinit=random, d=2, k=2, n=1,000,0002026.04 | 0.59 | |
| HDBSCANvariant=fast, d=2, k=2, n=100,0002026.04 | 0.66 | |
| EM for Gaussian mixturesd=2, k=10, n=100,0002026.04 | 0.69 | |
| EM for Gaussian mixturesd=10, k=10, n=10,0002026.04 | 0.76 | |
| HDBSCANvariant=fast, d=5, k=2, n=100,0002026.04 | 0.84 | |
| K-Meansinit=k-means++, d=5, k=10, n=1,000,0002026.04 | 0.95 | |
| K-Meansinit=random, d=5, k=2, n=1,000,0002026.04 | 0.99 | |
| EM for Gaussian mixturesd=2, k=2, n=1,000,0002026.04 | 1.04 | |
| LumbermarkM=1, d=2, k=2, n=1,000,0002026.04 | 1.23 | |
| HDBSCANvariant=std, d=10, k=2, n=10,000, allows_requesting_k=false2026.04 | 1.26 | |
| LumbermarkM=10, d=2, k=2, n=1,000,0002026.04 | 1.33 | |
| K-Meansinit=random, d=10, k=10, n=100,0002026.04 | 1.35 | |
| Ward linkaged=2, k=10, n=10,0002026.04 | 1.36 | |
| Ward linkaged=2, k=2, n=10,0002026.04 | 1.37 | |
| K-Meansinit=k-means++, d=10, k=10, n=1,000,0002026.04 | 1.38 | |
| EM for Gaussian mixturesd=5, k=2, n=1,000,0002026.04 | 1.41 | |
| LumbermarkM=1, d=10, k=2, n=100,0002026.04 | 1.45 | |
| LumbermarkM=1, d=10, k=10, n=100,0002026.04 | 1.49 | |
| Ward linkaged=5, k=2, n=10,0002026.04 | 1.56 | |
| Ward linkaged=5, k=10, n=10,0002026.04 | 1.57 | |
| LumbermarkM=10, d=10, k=2, n=100,0002026.04 | 1.58 | |
| LumbermarkM=10, d=10, k=10, n=100,0002026.04 | 1.6 | |
| K-Meansinit=random, d=10, k=2, n=1,000,0002026.04 | 1.7 | |
| Ward linkaged=10, k=2, n=10,0002026.04 | 1.72 | |
| Ward linkaged=10, k=10, n=10,0002026.04 | 1.73 | |
| K-Meansinit=random, d=2, k=10, n=1,000,0002026.04 | 1.9 | |
| EM for Gaussian mixturesd=10, k=2, n=1,000,0002026.04 | 2.14 | |
| LumbermarkM=10, d=2, k=10, n=1,000,0002026.04 | 2.15 | |
| LumbermarkM=1, d=5, k=2, n=1,000,0002026.04 | 2.22 | |
| HDBSCANvariant=std, d=2, k=2, n=100,000, allows_requesting_k=false2026.04 | 2.27 | |
| LumbermarkM=1, d=2, k=10, n=1,000,0002026.04 | 2.37 | |
| LumbermarkM=10, d=5, k=2, n=1,000,0002026.04 | 2.63 | |
| LumbermarkM=10, d=5, k=10, n=1,000,0002026.04 | 3.54 | |
| LumbermarkM=1, d=5, k=10, n=1,000,0002026.04 | 3.64 | |
| HDBSCANvariant=fast, d=10, k=2, n=100,0002026.04 | 4 | |
| EM for Gaussian mixturesd=5, k=10, n=100,0002026.04 | 5.4 | |
| K-Meansinit=random, d=5, k=10, n=1,000,0002026.04 | 6.18 | |
| EM for Gaussian mixturesd=2, k=10, n=1,000,0002026.04 | 6.24 | |
| EM for Gaussian mixturesd=10, k=10, n=100,0002026.04 | 6.86 | |
| HDBSCANvariant=std, d=5, k=2, n=100,000, allows_requesting_k=false2026.04 | 8.04 |