Clustering on Gas Sensor Array Drift
0Ek Relative ErrorClust-Splitter
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Clust-Splitterk (Number of clusters)=22025.05 | 0 | 3.91 | — | — | — | |
| Clust-Splitterk (Number of clusters)=32025.05 | 0 | 7.7 | — | — | — | |
| Clust-Splitterk (Number of clusters)=42025.05 | 0 | 11.2 | — | — | — | |
| Clust-Splitterk (Number of clusters)=52025.05 | 0 | 12.08 | — | — | — | |
| LMBM-Clustk (Number of clusters)=22025.05 | 0 | 27.72 | — | — | — | |
| LMBM-Clustk (Number of clusters)=32025.05 | 0 | 32.14 | — | — | — | |
| LMBM-Clustk (Number of clusters)=52025.05 | 0 | 34.53 | — | — | — | |
| DC-Clustk (Number of clusters)=22025.05 | 0 | 11.25 | — | — | — | |
| DC-Clustk (Number of clusters)=32025.05 | 0 | 27.73 | — | — | — | |
| Big-Clustk (Number of clusters)=22025.05 | 0.03 | 0.63 | — | — | — | |
| Big-Meansk (Number of clusters)=22025.05 | 0.07 | 4.63 | — | — | — | |
| DC-Clustk (Number of clusters)=52025.05 | 0.1 | 75.73 | — | — | — | |
| Big-Clustk (Number of clusters)=32025.05 | 0.1 | 1.61 | — | — | — | |
| Big-Clustk (Number of clusters)=52025.05 | 0.12 | 2.89 | — | — | — | |
| Big-Meansk (Number of clusters)=32025.05 | 0.13 | 4.64 | — | — | — | |
| Clust-Splitterk (Number of clusters)=102025.05 | 0.18 | 23.23 | — | — | — | |
| LMBM-Clustk (Number of clusters)=102025.05 | 0.18 | 48.5 | — | — | — | |
| DC-Clustk (Number of clusters)=102025.05 | 0.18 | 245.08 | — | — | — | |
| LMBM-Clustk (Number of clusters)=152025.05 | 0.36 | 56.98 | — | — | — | |
| DC-Clustk (Number of clusters)=152025.05 | 0.36 | 500.2 | — | — | — | |
| Big-Clustk (Number of clusters)=152025.05 | 0.58 | 8.94 | — | — | — | |
| DC-Clustk (Number of clusters)=202025.05 | 0.61 | 771.25 | — | — | — | |
| DC-Clustk (Number of clusters)=252025.05 | 0.65 | 1,051.48 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=22025.05 | 0.74 | 0.06 | — | — | — | |
| Big-Meansk (Number of clusters)=42025.05 | 1.49 | 4.64 | — | — | — | |
| Clust-Splitterk (Number of clusters)=202025.05 | 1.99 | 68.27 | — | — | — | |
| Clust-Splitterk (Number of clusters)=152025.05 | 2.62 | 45.89 | — | — | — | |
| Clust-Splitterk (Number of clusters)=252025.05 | 2.65 | 88.25 | — | — | — | |
| LMBM-Clustk (Number of clusters)=202025.05 | 2.79 | 63.45 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=32025.05 | 2.97 | 0.05 | — | — | — | |
| Big-Clustk (Number of clusters)=202025.05 | 3.07 | 12.89 | — | — | — | |
| Big-Clustk (Number of clusters)=252025.05 | 3.46 | 17.33 | — | — | — | |
| Big-Meansk (Number of clusters)=102025.05 | 3.52 | 4.65 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=42025.05 | 3.64 | 0.05 | — | — | — | |
| Big-Meansk (Number of clusters)=152025.05 | 4.2 | 4.24 | — | — | — | |
| LMBM-Clustk (Number of clusters)=252025.05 | 4.31 | 70.48 | — | — | — | |
| Big-Meansk (Number of clusters)=52025.05 | 4.6 | 4.23 | — | — | — | |
| LMBM-Clustk (Number of clusters)=42025.05 | 4.61 | 32.94 | — | — | — | |
| Big-Meansk (Number of clusters)=252025.05 | 4.61 | 4.66 | — | — | — | |
| DC-Clustk (Number of clusters)=42025.05 | 4.63 | 50.75 | — | — | — | |
| Big-Clustk (Number of clusters)=42025.05 | 4.75 | 2.22 | — | — | — | |
| Big-Meansk (Number of clusters)=202025.05 | 5.37 | 4.54 | — | — | — | |
| Big-Clustk (Number of clusters)=102025.05 | 5.85 | 5.87 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=52025.05 | 13.12 | 0.04 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=202025.05 | 17.02 | 0.08 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=152025.05 | 18.89 | 0.09 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=252025.05 | 23.73 | 0.06 | — | — | — | |
| MiniBatchKMeansk (Number of clusters)=102025.05 | 26.89 | 0.06 | — | — | — | |
| Big-ClustConfig=Aggregate Statistics2025.05 | — | — | 2.24 | 2.5 | 19.83 | |
| Big-MeansConfig=Aggregate Statistics2025.05 | — | — | 3 | 0.47 | 36.69 | |
| Clust-SplitterConfig=Aggregate Statistics2025.05 | — | — | 0.93 | 2.53 | 90.78 | |
| DC-ClustConfig=Aggregate Statistics2025.05 | — | — | 0.82 | 2.44 | 1,053.92 | |
| LMBM-ClustConfig=Aggregate Statistics2025.05 | — | — | 1.53 | 2.42 | 72.91 | |
| MiniBatchKMeansConfig=Aggregate Statistics2025.05 | — | — | 13.38 | 0.45 | 0.94 |