Anesthesia depth prediction from drug infusion history using hybrid AI

Table 4 Performance results of benchmarking models on the test dataset

Model	MAE	MSE	RMSE	MDPE (%)
LSTM	0.0707	0.0084	0.0916	2.7481
GRU	0.0703	0.0082	0.0906	3.0585
AdaRNN	0.0674	0.0075	0.0865	1.4002
LSTM with Attention	0.0665	0.0073	0.0855	1.9850
Transformer	0.0700	0.0082	0.0908	4.1341
FEDformer	0.0658	0.0072	0.0849	2.1030
Crossformer	0.0653	0.0071	0.0843	1.6298
Ours	0.0620	0.0065	0.0808	0.6254

ISSN: 1472-6947