Glucose Forecasting on UVA/Padova type 1 diabetes dataset
5.01RMSE (30 min)LSTM
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LSTMα=0.72026.06 | 5.01 | 8.29 | 13.11 | 3.29 | 19.35 | 89.9 | 80.3 | |
| TCNα=0.12026.06 | 8.13 | 9.81 | 12.06 | 9.28 | 13.9 | 82.9 | 66 | |
| Hovorkaα=0.12026.06 | 8.24 | 13.26 | 19.36 | 2.94 | 41.48 | 76.2 | 60.9 | |
| Hovorkaα=0.52026.06 | 8.5 | 13.42 | 20.96 | 1.18 | 51.39 | 74.3 | 57 | |
| IFMα=0.02026.06 | 8.76 | 12.65 | 18.3 | 15.8 | 17.08 | 47.8 | 0.2 | |
| BNODEα=0.12026.06 | 8.93 | 13.17 | 18.63 | 1.67 | 23.56 | 88.3 | 76.5 | |
| IFMα=0.72026.06 | 9.01 | 14.4 | 23.91 | 7.92 | 35.23 | 93.8 | 91.8 | |
| IFMα=0.32026.06 | 9.1 | 14.34 | 23.4 | 7.49 | 39.34 | 93.7 | 91.7 | |
| IFMα=0.12026.06 | 9.11 | 14.81 | 23.53 | 6.17 | 36.02 | 93.6 | 91.4 | |
| IFMα=1.02026.06 | 9.11 | 14.74 | 24.9 | 7.59 | 37.92 | 93.8 | 91.8 | |
| IFMα=0.52026.06 | 9.31 | 14.71 | 24.05 | 7.35 | 35.72 | 93.8 | 91.7 | |
| BNODEα=0.72026.06 | 9.56 | 14.38 | 20.91 | 1.14 | 35.77 | 94.1 | 89.4 | |
| TCNα=0.72026.06 | 9.81 | 12.1 | 15.4 | 8.31 | 29.58 | 79.5 | 58.9 | |
| S4Dα=0.12026.06 | 13 | 13.81 | 14.81 | 2.84 | 16.09 | 76.3 | 53.3 | |
| LP-Reducedα=0.72026.06 | 18.73 | 24.54 | 33.28 | 0.67 | 24.75 | 66.7 | 49.7 |