Table 1.

The mean and standard deviation of the CMDs between the original and the dropout/imputed matrix.

Zero Rate	Dropout	scSDAE	scImpute	MAGIC	DCA	SAUCIE
50%	0.295	0.094	0.604	0.430	0.546	0.298
	(0.003)	(0.023)	(0.027)	(0.006)	(0.173)	(0.016)
60%	0.318	0.101	0.796	0.447	0.642	0.305
	(0.004)	(0.013)	(0.009)	(0.004)	(0.235)	(0.018)
70%	0.360	0.109	0.847	0.849	0.685	0.300
	(0.005)	(0.021)	(0.024)	(0.013)	(0.285)	(0.013)
80%	0.503	0.136	0.830	0.990	0.790	0.325
	(0.009)	(0.019)	(0.020)	(0.000)	(0.244)	(0.037)
90%	0.717	0.193	0.932	0.991	0.991	0.516
	(0.009)	(0.039)	(0.007)	(0.000)	(0.000)	(0.039)