Table 6 Comparison of prediction result... | Emerald Publishing

Table 6

Comparison of prediction result from different data imputation methods by ROC- AUC with eICU dataset

Prediction Model	Imputation method
Prediction Model	Brits [3]	Zero	Mean	KNN [20]	ReMasker [8]	CSDI [25]	MTDM
Brits [3]	0.652	N/A	N/A	N/A	N/A	N/A	N/A
K-mean [19]	0.420	0.569	0.629	0.464	0.617	0.436	0.516
KNN [7]	0.648	0.483	0.770	0.631	0.437	0.500	0.618
LSTM [9]	0.701	0.742	0.734	0.708	0.798	0.821	0.839
Transformer	0.557	0.741	0.768	0.724	0.765	0.706	0.726
Siamese Network	N/A	N/A	N/A	N/A	N/A	N/A	0.930

Prediction Model	Imputation method
Prediction Model	Brits [3]	Zero	Mean	KNN [20]	ReMasker [8]	CSDI [25]	MTDM
Brits [3]	0.652	N/A	N/A	N/A	N/A	N/A	N/A
K-mean [19]	0.420	0.569	0.629	0.464	0.617	0.436	0.516
KNN [7]	0.648	0.483	0.770	0.631	0.437	0.500	0.618
LSTM [9]	0.701	0.742	0.734	0.708	0.798	0.821	0.839
Transformer	0.557	0.741	0.768	0.724	0.765	0.706	0.726
Siamese Network	N/A	N/A	N/A	N/A	N/A	N/A	0.930