Blood Glucose Forecasting on OhioT1DM Combined (test)
10.03RMSEGlucoNet+KD, {(128, 64)}
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GlucoNet+KD, {(128, 64)}Input Features=BGL, Insulin, Carbs2024.11 | 10.03 | 6.95 | |
| GlyRAGInput Features=BGL, Context2024.11 | 10.61 | 6.19 | |
| TimesFMInput Features=BGL2024.11 | 11.46 | 6.69 | |
| PatchTSTInput Features=BGL, Insulin, Carbs2024.11 | 15.61 | 9.23 | |
| Sequential-TInput Features=BGL, Insulin, Carbs2024.11 | 16 | 9.45 | |
| MTL-LSTMInput Features=BGL, Insulin, Carbs2024.11 | 16.06 | 10.64 | |
| CrossformerInput Features=BGL, Insulin, Carbs2024.11 | 16.12 | 10.11 | |
| iTransformerInput Features=BGL, Insulin, Carbs2024.11 | 16.54 | 9.69 | |
| TimeXerInput Features=BGL, Insulin, Carbs2024.11 | 16.98 | 10.48 | |
| GluformerInput Features=BGL2024.11 | 17.27 | 10.86 | |
| GlySimInput Features=BGL, Insulin, Carbs2024.11 | 17.5 | 12.3 | |
| Recurrent Self-AttentionInput Features=BGL, Insulin, Carbs2024.11 | 17.82 | — | |
| CNN-RNNInput Features=BGL, Insulin, Carbs, Exercise2024.11 | 18.8 | 13.2 | |
| TransformerInput Features=BGL, Insulin, Carbs2024.11 | 27.71 | 22.24 |