Clustering on Gisette (Relative Error and Time Metrics)
0Relative Error (Ek)Clust-Splitter
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Clust-Splitterk (Number of clusters)=2, fbest=4.199442025.05 | 0 | 23.58 | — | — | — | |
| Clust-Splitterk (Number of clusters)=3, fbest=4.115962025.05 | 0 | 182.97 | — | — | — | |
| Clust-Splitterk (Number of clusters)=5, fbest=4.02235*2025.05 | 0 | 404.2 | — | — | — | |
| Clust-Splitterk (Number of clusters)=15, fbest=3.80098*2025.05 | 0 | 1,603.3 | — | — | — | |
| Clust-Splitterk (Number of clusters)=20, fbest=3.74592*2025.05 | 0 | 2,554.77 | — | — | — | |
| Clust-Splitterk (Number of clusters)=25, fbest=3.70152*2025.05 | 0 | 3,634.23 | — | — | — | |
| LMBM-Clustk (Number of clusters)=2, fbest=4.199442025.05 | 0 | 48.66 | — | — | — | |
| LMBM-Clustk (Number of clusters)=3, fbest=4.115962025.05 | 0 | 103.64 | — | — | — | |
| LMBM-Clustk (Number of clusters)=4, fbest=4.065392025.05 | 0 | 164.19 | — | — | — | |
| DC-Clustk (Number of clusters)=2, fbest=4.199442025.05 | 0 | 4,401.03 | — | — | — | |
| DC-Clustk (Number of clusters)=3, fbest=4.115962025.05 | 0 | 9,417.34 | — | — | — | |
| DC-Clustk (Number of clusters)=4, fbest=4.065392025.05 | 0 | 15,448.19 | — | — | — | |
| Big-Meansk (Number of clusters)=2, fbest=4.199442025.05 | 0.01 | 27.18 | — | — | — | |
| Clust-Splitterk (Number of clusters)=10, fbest=3.876722025.05 | 0.02 | 940.64 | — | — | — | |
| LMBM-Clustk (Number of clusters)=5, fbest=4.02235*2025.05 | 0.02 | 236.16 | — | — | — | |
| DC-Clustk (Number of clusters)=5, fbest=4.02235*2025.05 | 0.02 | 21,447.47 | — | — | — | |
| Big-Meansk (Number of clusters)=3, fbest=4.115962025.05 | 0.02 | 27.14 | — | — | — | |
| DC-Clustk (Number of clusters)=10, fbest=3.876722025.05 | 0.03 | 57,633.72 | — | — | — | |
| Clust-Splitterk (Number of clusters)=4, fbest=4.065392025.05 | 0.04 | 310.44 | — | — | — | |
| Big-Meansk (Number of clusters)=4, fbest=4.065392025.05 | 0.08 | 27.19 | — | — | — | |
| Big-Meansk (Number of clusters)=5, fbest=4.02235*2025.05 | 0.09 | 26.65 | — | — | — | |
| Big-Meansk (Number of clusters)=15, fbest=3.80098*2025.05 | 0.1 | 27.57 | — | — | — | |
| Big-Meansk (Number of clusters)=20, fbest=3.74592*2025.05 | 0.13 | 27.81 | — | — | — | |
| LMBM-Clustk (Number of clusters)=15, fbest=3.80098*2025.05 | 0.14 | 1,207.41 | — | — | — | |
| Big-Meansk (Number of clusters)=10, fbest=3.876722025.05 | 0.16 | 27.4 | — | — | — | |
| Big-Clustk (Number of clusters)=2, fbest=4.199442025.05 | 0.17 | 27.63 | — | — | — | |
| LMBM-Clustk (Number of clusters)=10, fbest=3.876722025.05 | 0.2 | 644.52 | — | — | — | |
| Big-Meansk (Number of clusters)=25, fbest=3.70152*2025.05 | 0.2 | 27.68 | — | — | — | |
| Big-Clustk (Number of clusters)=3, fbest=4.115962025.05 | 0.27 | 53.58 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=2, fbest=4.199442025.05 | 0.3 | 0.95 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=3, fbest=4.115962025.05 | 0.35 | 0.95 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=4, fbest=4.065392025.05 | 0.37 | 0.98 | — | — | — | |
| Big-Clustk (Number of clusters)=4, fbest=4.065392025.05 | 0.38 | 82.75 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=5, fbest=4.02235*2025.05 | 0.38 | 1.21 | — | — | — | |
| LMBM-Clustk (Number of clusters)=20, fbest=3.74592*2025.05 | 0.43 | 1,842.69 | — | — | — | |
| Big-Clustk (Number of clusters)=5, fbest=4.02235*2025.05 | 0.49 | 110.61 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=15, fbest=3.80098*2025.05 | 0.59 | 1.23 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=20, fbest=3.74592*2025.05 | 0.6 | 1.58 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=10, fbest=3.876722025.05 | 0.61 | 1.29 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=25, fbest=3.70152*2025.05 | 0.66 | 1.48 | — | — | — | |
| LMBM-Clustk (Number of clusters)=25, fbest=3.70152*2025.05 | 1.51 | 2,229.5 | — | — | — | |
| Big-Clustk (Number of clusters)=10, fbest=3.876722025.05 | 1.7 | 290.43 | — | — | — | |
| Big-Clustk (Number of clusters)=15, fbest=3.80098*2025.05 | 2.39 | 523.98 | — | — | — | |
| Big-Clustk (Number of clusters)=20, fbest=3.74592*2025.05 | 3.01 | 847.3 | — | — | — | |
| Big-Clustk (Number of clusters)=25, fbest=3.70152*2025.05 | 3.62 | 1,285.57 | — | — | — | |
| Big-Clustk (Number of clusters)=Average/Aggregated2025.05 | — | — | 1.5 | 61.86 | 1,347.43 | |
| Big-Meansk (Number of clusters)=Average/Aggregated2025.05 | — | — | 0.1 | 21.12 | 239.75 | |
| Clust-Splitterk (Number of clusters)=Average/Aggregated2025.05 | — | — | 0.01 | 64.3 | 3,698.53 | |
| DC-Clustk (Number of clusters)=Average/Aggregated2025.05 | — | — | 0.01 | 63.55 | 57,697.27 | |
| LMBM-Clustk (Number of clusters)=Average/Aggregated2025.05 | — | — | 0.29 | 61.89 | 2,291.39 | |
| MiniBatchKMeansk (Number of clusters)=Average/Aggregated2025.05 | — | — | 0.48 | 17.9 | 27.57 |