An Ensemble Multilabel Classification for Disease Risk Prediction

Table 6

Random forest classifier parameter tuning on partition training subsets.

NumFeatures	NumTrees	Accuracy	Out of bag error	Time out(s)
10	30	0.9116	0.1483	2.22
10	40	0.9118	0.1473	2.94
10	50	0.9126	0.1466	3.78
10	60	0.9136	0.146	4.51
15	30	0.9175	0.1394	2.88
15	40	0.9167	0.1387	3.88
15	50	0.9185	0.138	4.99
15	60	0.9185	0.1377	5.84
15	70	0.9195	0.1373	6.84
15	80	0.9197	0.1373	7.83
15	100	0.9185	0.1369	9.99
20	30	0.9150	0.137	3.69
20	50	0.9189	0.1354	6.25
20	70	0.9186	0.1346	8.76
30	40	0.9173	0.1347	7.27
30	60	0.9170	0.1342	10.93
40	40	0.9190	0.1343	9.09
40	50	0.9195	0.1338	11.36
40	60	0.9202	0.1334	13.84