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ResearchFormerly WizWand

Blood Glucose Forecasting on OhioT1DM 2020 (test)

10.99RMSEGlucoNet+KD, {(128, 64)}
10.082816.206422.3328.4536Nov 16, 2024
Updated 7mo ago

Evaluation results

MethodLinks
GlucoNet+KD, {(128, 64)}Input Features=BGL, Insulin, Carbs2024.1110.997.38
GlucoNet+KD, {(128, 64)}Input Features=BGL, Insulin, Carbs2024.1116.1310.67
MTL-LSTMInput Features=BGL, Insulin, Carbs2024.1116.3910.86
CNN-RNNInput Features=BGL, Insulin, Carbs2024.1117.5411.22
GlucoNet+KD, {(128, 64)}Input Features=BGL, Insulin, Carbs2024.1117.8911.39
Deep ResidualInput Features=BGL, FG, BI, ToD, Carbs2024.1118.2212.83
Knowledge DistillationInput Features=BGL, Insulin, Carbs2024.1119.2113.08
GlyRAGInput Features=BGL, Context2024.1120.2212.33
TimesFMInput Features=BGL2024.1121.7113.05
GLIMMERInput Features=BGL2024.1123.9715.83
GlySimInput Features=BGL, Insulin, Carbs2024.1124.216.5
CrossformerInput Features=BGL, Insulin, Carbs2024.1124.7316.3
PatchTSTInput Features=BGL, Insulin, Carbs2024.1124.8915.98
iTransformerInput Features=BGL, Insulin, Carbs2024.1126.4116.43
TimeXerInput Features=BGL, Insulin, Carbs2024.1126.6417.11
GluformerInput Features=BGL2024.1127.1416.74
Recurrent Self-AttentionInput Features=BGL, Insulin, Carbs2024.1128.54—
Sequential-TInput Features=BGL, Insulin, Carbs2024.1128.9916.83
MTL-LSTMInput Features=BGL, Insulin, Carbs2024.1130.8922.07
TransformerInput Features=BGL, Insulin, Carbs2024.1131.1924.55
Deep ResidualInput Features=BGL, FG, BI, ToD, Carbs2024.1131.6623.6
Knowledge DistillationInput Features=BGL, Insulin, Carbs2024.1131.7723.09
MTL-LSTMInput Features=BGL, Insulin, Carbs2024.1131.7822.77
CNN-RNNInput Features=BGL, Insulin, Carbs, Exercise2024.1131.823.4
CNN-RNNInput Features=BGL, Insulin, Carbs2024.1133.6723.25