Table 1 Comparison of different data... | Emerald Publishing

Table 1

Comparison of different data imputation methods by RMSE and MAE with MIMIC-III dataset

Missing Rate	RMSE							MAE
Missing Rate	Zero	Mean	KNN [20]	Brits [3]	ReMasker [8]	CSDI [25]	MTDM	Zero	Mean	KNN [20]	Brits [3]	ReMasker [8]	CSDI [25]	MTDM
10%	0.996	0.995	1.011	0.805	0.727	0.86	0.665	0.742	0.742	0.778	0.537	0.506	0.605	0.360
30%	1.001	1.001	1.000	0.797	0.746	0.898	0.687	0.744	0.744	0.744	0.531	0.495	0.646	0.368
50%	0.999	1	1.001	0.787	0.753	0.937	0.693	0.745	0.744	0.776	0.525	0.525	0.694	0.386
70%	1.001	1.001	1.000	0.794	0.796	0.988	0.677	0.745	0.744	0.775	0.529	0.592	0.716	0.365
90%	0.999	1.000	1.000	0.793	0.983	1.001	0.687	0.745	0.745	0.776	0.529	0.764	0.715	0.361

Missing Rate	RMSE							MAE
Missing Rate	Zero	Mean	KNN [20]	Brits [3]	ReMasker [8]	CSDI [25]	MTDM	Zero	Mean	KNN [20]	Brits [3]	ReMasker [8]	CSDI [25]	MTDM
10%	0.996	0.995	1.011	0.805	0.727	0.86	0.665	0.742	0.742	0.778	0.537	0.506	0.605	0.360
30%	1.001	1.001	1.000	0.797	0.746	0.898	0.687	0.744	0.744	0.744	0.531	0.495	0.646	0.368
50%	0.999	1	1.001	0.787	0.753	0.937	0.693	0.745	0.744	0.776	0.525	0.525	0.694	0.386
70%	1.001	1.001	1.000	0.794	0.796	0.988	0.677	0.745	0.744	0.775	0.529	0.592	0.716	0.365
90%	0.999	1.000	1.000	0.793	0.983	1.001	0.687	0.745	0.745	0.776	0.529	0.764	0.715	0.361