Blood Glucose Forecasting on OhioT1DM 2020 (test)
10.99RMSEGlucoNet+KD, {(128, 64)}
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GlucoNet+KD, {(128, 64)}Input Features=BGL, Insulin, Carbs2024.11 | 10.99 | 7.38 | |
| GlucoNet+KD, {(128, 64)}Input Features=BGL, Insulin, Carbs2024.11 | 16.13 | 10.67 | |
| MTL-LSTMInput Features=BGL, Insulin, Carbs2024.11 | 16.39 | 10.86 | |
| CNN-RNNInput Features=BGL, Insulin, Carbs2024.11 | 17.54 | 11.22 | |
| GlucoNet+KD, {(128, 64)}Input Features=BGL, Insulin, Carbs2024.11 | 17.89 | 11.39 | |
| Deep ResidualInput Features=BGL, FG, BI, ToD, Carbs2024.11 | 18.22 | 12.83 | |
| Knowledge DistillationInput Features=BGL, Insulin, Carbs2024.11 | 19.21 | 13.08 | |
| GlyRAGInput Features=BGL, Context2024.11 | 20.22 | 12.33 | |
| TimesFMInput Features=BGL2024.11 | 21.71 | 13.05 | |
| GLIMMERInput Features=BGL2024.11 | 23.97 | 15.83 | |
| GlySimInput Features=BGL, Insulin, Carbs2024.11 | 24.2 | 16.5 | |
| CrossformerInput Features=BGL, Insulin, Carbs2024.11 | 24.73 | 16.3 | |
| PatchTSTInput Features=BGL, Insulin, Carbs2024.11 | 24.89 | 15.98 | |
| iTransformerInput Features=BGL, Insulin, Carbs2024.11 | 26.41 | 16.43 | |
| TimeXerInput Features=BGL, Insulin, Carbs2024.11 | 26.64 | 17.11 | |
| GluformerInput Features=BGL2024.11 | 27.14 | 16.74 | |
| Recurrent Self-AttentionInput Features=BGL, Insulin, Carbs2024.11 | 28.54 | — | |
| Sequential-TInput Features=BGL, Insulin, Carbs2024.11 | 28.99 | 16.83 | |
| MTL-LSTMInput Features=BGL, Insulin, Carbs2024.11 | 30.89 | 22.07 | |
| TransformerInput Features=BGL, Insulin, Carbs2024.11 | 31.19 | 24.55 | |
| Deep ResidualInput Features=BGL, FG, BI, ToD, Carbs2024.11 | 31.66 | 23.6 | |
| Knowledge DistillationInput Features=BGL, Insulin, Carbs2024.11 | 31.77 | 23.09 | |
| MTL-LSTMInput Features=BGL, Insulin, Carbs2024.11 | 31.78 | 22.77 | |
| CNN-RNNInput Features=BGL, Insulin, Carbs, Exercise2024.11 | 31.8 | 23.4 | |
| CNN-RNNInput Features=BGL, Insulin, Carbs2024.11 | 33.67 | 23.25 |