An Efficient and Effective Model to Handle Missing Data in Classification

Table 6

Run time corresponding to different methods in the application process.

Dataset name	BART.m	missForest	BART	RF
Breast Cancer Wisconsin	0 : 02.44	0 : 05.92	0 : 02.29	0 : 00.04
Chronic kidney disease	0 : 04.71	2 : 16.30	0 : 01.48	0 : 00.05
Congressional voting records	0 : 03.85	0 : 20.17	0 : 01.59	0 : 00.07
Credit approval	0 : 05.99	1 : 21.50	0 : 02.46	0 : 00.11
Cylinder bands	0 : 08.23	6 : 04.30	0 : 02.20	0 : 00.10
Heart disease—Hungarian	0 : 01.98	0 : 17.38	0 : 01.13	0 : 00.05
Hepatitis	0 : 01.45	0 : 19.29	0 : 00.74	0 : 00.05
Horse colic	0 : 05.10	1 : 37.10	0 : 01.44	0 : 00.08
Mammographic mass	0 : 04.58	0 : 40.35	0 : 03.20	0 : 00.12
Ozone level detection	0 : 58.98	4 : 39 : 36.98	0 : 07.81	0 : 00.11