Clustering on MFCCs for Speech Emotion Recognition
5.53Ek (Clustering Score)MiniBatchKMeans
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MiniBatchKMeansNumber of clusters (k)=32025.05 | 5.53 | 0.14 | — | — | — | |
| MiniBatchKMeansNumber of clusters (k)=52025.05 | 5.01 | 0.13 | — | — | — | |
| MiniBatchKMeansNumber of clusters (k)=202025.05 | 3.69 | 0.17 | — | — | — | |
| Big-ClustNumber of clusters (k)=202025.05 | 3.65 | 26.23 | — | — | — | |
| MiniBatchKMeansNumber of clusters (k)=252025.05 | 3.59 | 0.14 | — | — | — | |
| MiniBatchKMeansNumber of clusters (k)=152025.05 | 3.41 | 0.12 | — | — | — | |
| MiniBatchKMeansNumber of clusters (k)=22025.05 | 3.25 | 0.12 | — | — | — | |
| Big-ClustNumber of clusters (k)=252025.05 | 2.61 | 34.82 | — | — | — | |
| LMBM-ClustNumber of clusters (k)=202025.05 | 2.57 | 63.44 | — | — | — | |
| Clust-SplitterNumber of clusters (k)=102025.05 | 2.47 | 33.11 | — | — | — | |
| MiniBatchKMeansNumber of clusters (k)=102025.05 | 2.18 | 0.14 | — | — | — | |
| Big-ClustNumber of clusters (k)=152025.05 | 1.93 | 19.57 | — | — | — | |
| Clust-SplitterNumber of clusters (k)=42025.05 | 1.67 | 10.44 | — | — | — | |
| MiniBatchKMeansNumber of clusters (k)=42025.05 | 1.59 | 0.1 | — | — | — | |
| LMBM-ClustNumber of clusters (k)=152025.05 | 1.19 | 47.28 | — | — | — | |
| Big-ClustNumber of clusters (k)=102025.05 | 1.13 | 12.28 | — | — | — | |
| Big-MeansNumber of clusters (k)=202025.05 | 1.01 | 4.33 | — | — | — | |
| Big-MeansNumber of clusters (k)=252025.05 | 1.01 | 4.31 | — | — | — | |
| Big-MeansNumber of clusters (k)=102025.05 | 0.98 | 4.29 | — | — | — | |
| Clust-SplitterNumber of clusters (k)=252025.05 | 0.93 | 174.5 | — | — | — | |
| Big-MeansNumber of clusters (k)=152025.05 | 0.87 | 4.31 | — | — | — | |
| Big-ClustNumber of clusters (k)=22025.05 | 0.84 | 1.6 | — | — | — | |
| LMBM-ClustNumber of clusters (k)=252025.05 | 0.74 | 84.98 | — | — | — | |
| DC-ClustNumber of clusters (k)=252025.05 | 0.61 | 4,983.7 | — | — | — | |
| Big-MeansNumber of clusters (k)=42025.05 | 0.51 | 4.41 | — | — | — | |
| DC-ClustNumber of clusters (k)=202025.05 | 0.31 | 3,627.8 | — | — | — | |
| Big-ClustNumber of clusters (k)=52025.05 | 0.25 | 6.11 | — | — | — | |
| Big-ClustNumber of clusters (k)=42025.05 | 0.15 | 4.21 | — | — | — | |
| Big-ClustNumber of clusters (k)=32025.05 | 0.09 | 2.54 | — | — | — | |
| Big-MeansNumber of clusters (k)=22025.05 | 0.01 | 4.29 | — | — | — | |
| Big-MeansNumber of clusters (k)=32025.05 | 0.01 | 4.29 | — | — | — | |
| Big-MeansNumber of clusters (k)=52025.05 | 0.01 | 4.35 | — | — | — | |
| Clust-SplitterNumber of clusters (k)=22025.05 | 0 | 1.81 | — | — | — | |
| Clust-SplitterNumber of clusters (k)=32025.05 | 0 | 6.03 | — | — | — | |
| Clust-SplitterNumber of clusters (k)=52025.05 | 0 | 13.16 | — | — | — | |
| Clust-SplitterNumber of clusters (k)=152025.05 | 0 | 71.27 | — | — | — | |
| Clust-SplitterNumber of clusters (k)=202025.05 | 0 | 121.84 | — | — | — | |
| LMBM-ClustNumber of clusters (k)=22025.05 | 0 | 6.45 | — | — | — | |
| LMBM-ClustNumber of clusters (k)=32025.05 | 0 | 8.41 | — | — | — | |
| LMBM-ClustNumber of clusters (k)=42025.05 | 0 | 11.03 | — | — | — | |
| LMBM-ClustNumber of clusters (k)=52025.05 | 0 | 15.66 | — | — | — | |
| LMBM-ClustNumber of clusters (k)=102025.05 | 0 | 29.59 | — | — | — | |
| DC-ClustNumber of clusters (k)=22025.05 | 0 | 125.27 | — | — | — | |
| DC-ClustNumber of clusters (k)=32025.05 | 0 | 250.03 | — | — | — | |
| DC-ClustNumber of clusters (k)=42025.05 | 0 | 413.13 | — | — | — | |
| DC-ClustNumber of clusters (k)=52025.05 | 0 | 574.66 | — | — | — | |
| DC-ClustNumber of clusters (k)=102025.05 | 0 | 1,464.7 | — | — | — | |
| DC-ClustNumber of clusters (k)=152025.05 | 0 | 2,478.06 | — | — | — | |
| Big-ClustAggregation=Summary Statistics2025.05 | — | — | 1.33 | 6.95 | 41.77 | |
| Big-MeansAggregation=Summary Statistics2025.05 | — | — | 0.55 | 2.08 | 36.65 | |
| Clust-SplitterAggregation=Summary Statistics2025.05 | — | — | 0.63 | 7.23 | 181.73 | |
| DC-ClustAggregation=Summary Statistics2025.05 | — | — | 0.12 | 6.94 | 4,990.64 | |
| LMBM-ClustAggregation=Summary Statistics2025.05 | — | — | 0.56 | 6.94 | 91.92 | |
| MiniBatchKMeansAggregation=Summary Statistics2025.05 | — | — | 3.53 | 2.05 | 3.11 |