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Influence of different augmentation strategies on the proposed UCGL in MDD versus HC classification on REST‐MDD (i.e., Site 20→Site 21), with best results shown in bold.
| Metric | Window Warping | Slicing + Warping | Window Slicing |
|---|---|---|---|
| ACC | 0.60(0.18) | 0.61(0.18) | 0.63(0.11) |
| AUC | 0.66(0.20) | 0.67(0.20) | 0.65(0.15) |
| REC | 0.61(0.19) | 0.63(0.15) | 0.63(0.15) |
| PRE | 0.65(0.16) | 0.66(0.17) | 0.68(0.08) |
| F1 | 0.62(0.17) | 0.64(0.16) | 0.65(0.11) |
