Table 4 Comparison of prediction result... | Emerald Publishing

Table 4

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

Prediction Model	Imputation method
Prediction Model	Brits [3]	Zero	Mean	KNN [20]	ReMasker [8]	CSDI [25]	MTDM
Brits [3]	0.663	N/A	N/A	N/A	N/A	N/A	N/A
K-mean [19]	0.482	0.504	0.544	0.461	0.453	0.545	0.492
KNN [7]	0.555	0.495	0.673	0.461	0.636	0.660	0.623
LSTM [9]	0.647	0.729	0.729	0.461	0.752	0.722	0.836
Transformer	0.605	0.747	0.742	0.759	0.752	0.759	0.789
Siamese Network	N/A	N/A	N/A	N/A	N/A	N/A	0.920

Prediction Model	Imputation method
Prediction Model	Brits [3]	Zero	Mean	KNN [20]	ReMasker [8]	CSDI [25]	MTDM
Brits [3]	0.663	N/A	N/A	N/A	N/A	N/A	N/A
K-mean [19]	0.482	0.504	0.544	0.461	0.453	0.545	0.492
KNN [7]	0.555	0.495	0.673	0.461	0.636	0.660	0.623
LSTM [9]	0.647	0.729	0.729	0.461	0.752	0.722	0.836
Transformer	0.605	0.747	0.742	0.759	0.752	0.759	0.789
Siamese Network	N/A	N/A	N/A	N/A	N/A	N/A	0.920