Table 6.
Overall metrics and ACS hypnodensity graph similarity measures on the DSN-L and SSN base+LSSC models, obtained from 10-fold cross-validation on IS-RC dataset, from 25-fold cross-validation on DOD-H dataset, and from 10-fold cross-validation on DOD-O dataset with and without MC. Best shown in bold
| Overall metrics | Hypn. | ||||||
|---|---|---|---|---|---|---|---|
| Acc. | MF1 | k | F1 | ACS | |||
| IS-RC | DSN-L | w/o MC | 75.8 | 56.5 | 0.69 | 75.9 | 0.836 ± 0.041 |
| w/ MC | 78.6 | 57.6 | 0.67 | 78.0 | 0.850 ± 0.036 | ||
| SSN | w/o MC | 83.1 | 60.2 | 0.73 | 81.6 | 0.817 ± 0.047 | |
| w/ MC | 83.0 | 59.2 | 0.73 | 81.1 | 0.818 ± 0.048 | ||
| DOD-H | DSN-L | w/o MC | 80.2 | 72.4 | 0.72 | 80.4 | 0.873 ± 0.053 |
| w/ MC | 84.4 | 75.9 | 0.76 | 84.2 | 0.906 ± 0.026 | ||
| SSN | w/o MC | 88.8 | 82.3 | 0.83 | 88.7 | 0.907 ± 0.039 | |
| w/ MC | 89.1 | 82.6 | 0.84 | 89.0 | 0.910 ± 0.039 | ||
| DOD-O | DSN-L | w/o MC | 79.4 | 69.6 | 0.69 | 79.9 | 0.878 ± 0.061 |
| w/ MC | 80.7 | 70.8 | 0.71 | 80.9 | 0.889 ± 0.059 | ||
| SSN | w/o MC | 86.8 | 77.7 | 0.79 | 86.7 | 0.906 ± 0.043 | |
| w/ MC | 87.1 | 78.0 | 0.80 | 86.9 | 0.909 ± 0.041 | ||