Table 3.
PHQ-2 (scale: [0–6]) prediction and forecasting results, reported as mean-average-error (MAE) and Spearman’s correlation using the four methods: (B)aseline-GRU without personalisation, (T)ransfer (L)earning, (S)ubgroup models, and (S)ubject-(D)ependent (S)tandardisation.
| Method | Prediction | Forecasting | ||
|---|---|---|---|---|
| MAE | MAE | |||
| B | 1.062 | 0.604 | 1.539 | 0.105 |
| TL | 0.990 | 0.668 | 1.349 | 0.349 |
| S | 0.978 | 0.666 | 1.465 | 0.271 |
| SDS | 0.801 | 0.728 | 1.496 | 0.254 |