Table 2.
Clustering quality measures of EEG data partition obtained by SDA.
Subject | Number of states | Cluster center type for state boundaries | Averaged over pairs of adjacent states | ||||
---|---|---|---|---|---|---|---|
Ward distance | Centroid distance | Silhouette coefficient | Calinski-Harabasz index | Davies-Bouldin index | |||
Subj1 | 9 | Mode | 23,293 | 20.7 | 0.197 | 67.5 | 1.7 |
Subj2 | 8 | Mode | 17,853 | 12.4 | 0.102 | 59.4 | 2.9 |
Subj3 | 10 | Mode | 11,874 | 14.7 | 0.112 | 32.8 | 2.7 |
Subj1_surrogate | 9 | Median | 771 | 3.6 | 0.002 | 1.4 | 13.2 |
Subj2_surrogate | 8 | Median | 856 | 2.5 | 0.001 | 1.9 | 17.1 |
Subj3_surrogate | 10 | Mode | 942 | 3.9 | 0.001 | 1.7 | 12.4 |
Average for 30 subjects Subj1–Subj30 | 12,509 | 10.9 | 0.127 | 68.7 | 3.1 | ||
Average for surrogate data | 856 | 3.4 | 0.001 | 1.7 | 14.2 |