Table 5 Comparison of prediction result... | Emerald Publishing

Table 5

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

Prediction Model	Imputation method
Prediction Model	Brits [3]	Zero	Mean	KNN [20]	ReMasker [8]	CSDI [25]	MTDM
Brits [3]	0.608	N/A	N/A	N/A	N/A	N/A	N/A
K-mean [19]	0.453	0.472	0.416	0.507	0.436	0.589	0.480
KNN [7]	0.541	0.488	0.687	0.611	0.668	0.640	0.722
LSTM [9]	0.628	0.708	0.717	0.646	0.670	0.711	0.818
Transformer	0.550	0.734	0.718	0.651	0.702	0.727	0.739
Siamese Network	N/A	N/A	N/A	N/A	N/A	N/A	0.910

Prediction Model	Imputation method
Prediction Model	Brits [3]	Zero	Mean	KNN [20]	ReMasker [8]	CSDI [25]	MTDM
Brits [3]	0.608	N/A	N/A	N/A	N/A	N/A	N/A
K-mean [19]	0.453	0.472	0.416	0.507	0.436	0.589	0.480
KNN [7]	0.541	0.488	0.687	0.611	0.668	0.640	0.722
LSTM [9]	0.628	0.708	0.717	0.646	0.670	0.711	0.818
Transformer	0.550	0.734	0.718	0.651	0.702	0.727	0.739
Siamese Network	N/A	N/A	N/A	N/A	N/A	N/A	0.910