Table 17.

Comparison between classification algorithms dealing with all datasets in terms of running time in seconds.

Classifier	All	Caucasion	Hispanic	Females	Males	Age ≤ 50	Age > 50	Average Rank
DT	1.7018	0.1440	0.1093	0.1185	0.1123	0.0911	0.1280	1.29
LDA	1.6479	0.1742	0.1670	0.1720	0.1729	0.1400	0.1654	2.14
LR	0.3802	0.3067	0.2393	0.2837	0.2654	0.2357	0.2433	4.00
NB	3.6635	2.1350	3.0485	2.7358	3.8645	4.1244	3.2748	6.86
SVM	2.9095	0.2939	0.2926	0.2804	0.2520	0.2577	0.2710	4.57
KNN	1.7064	0.1768	0.1940	0.1648	0.2247	0.1761	0.1751	3.00
Ensemble	4.2913	1.9599	2.1277	1.8031	1.9468	2.0706	2.0714	6.14