Research Article
A Multilevel Temporal Context Network for Sleep Stage Classification
Table 5
The result of the ablation experiments on the Sleep-EDF-2013 dataset.
| | CNN | TCN | Balanced fusion | Weighted fusion | HMM | ACC | MF1 | Kappa |
| Variant 1 | ✓ | | | | | 80.4 | 72.9 | 0.73 | Variant 2 | ✓ | ✓ | | | | 81.7 | 74.9 | 0.75 | Variant 3 | ✓ | ✓ | | | ✓ | 83.5 | 76.6 | 0.77 | Variant 4 | ✓ | ✓ | ✓ | | | 83.8 | 76.4 | 0.77 | Variant 5 | ✓ | ✓ | | ✓ | | 83.9 | 76.6 | 0.77 | MLTCN | ✓ | ✓ | | ✓ | ✓ | 84.2 | 77.1 | 0.78 |
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