Table 2 Performance metrics for forecasting task with 95% CI.
Model | Prediction horizons | MAE (mg/dL) | RMSE (mg/dL) | MAPE (%) |
|---|---|---|---|---|
TS Mixer | 15 min | 16.40 (13.83–18.97) | 20.38 (17.8–22.96) | 16.14 (13.72–18.57) |
30 min | 16.65 (14.32–18.99) | 20.64 (18.28–22.99) | 16.50 (14.03–18.97) | |
45 min | 16.82 (14.06–19.59) | 20.83 (18.08–23.58) | 16.57 (13.90–19.23) | |
60 min | 17.01 (13.55–20.46) | 20.99 (17.58–24.4) | 16.77 (13.59–19.95) | |
Patch TST | 15 min | 8.94 (7.91–9.97) | 11.96 (10.8–13.12) | 8.85 (7.79–9.9) |
30 min | 10.74 (9.87–11.61) | 14.37 (13.26–15.47) | 10.61 (9.77–11.46) | |
45 min | 11.69 (10.76–12.62) | 15.70 (14.42–16.99) | 11.54 (10.67–12.41) | |
60 min | 12.46 (11.26–13.65) | 16.73 (15.11–18.35) | 12.42 (11.21–13.63) | |
M Linear | 15 min | 6.01 (5.67–6.35) | 8.15 (7.68–8.61) | 5.95 (5.64–6.26) |
30 min | 9.04 (8.53–9.54) | 12.32 (11.56–13.09) | 8.91 (8.5–9.33) | |
45 min | 10.38 (9.62–11.14) | 14.13 (12.98–15.27) | 10.23 (9.56–10.9) | |
60 min | 11.23 (10.4–12.07) | 15.19 (13.94–16.45) | 11.14 (10.39–11.89) |
