Journal of Big Data

Table 6 GB results for datasets

From: An enhanced random forest approach using CoClust clustering: MIMIC-III and SMS spam collection application

n_tree	MIMIC-III				SMS spam collection
n_tree	Accuracy	OOB error rate (%)	AUROC	CPU time	Accuracy	OOB error rate (%)	AUROC	CPU time
100	0.7401	25.99	0.844	48.77 secs	0.8577	14.23	0.878	1.39 min
200	0.7471	25.29	0.845	59.71 secs	0.8602	13.98	0.881	2.06 min
500	0.7526	24.74	0.849	3.29 min	0.8609	13.91	0.881	4.28 min
1000	0.754	24.60	0.850	5.59 min	0.8576	14.24	0.877	8.37 min
2000	0.754	24.60	0.850	10.75 min	0.8571	14.29	0.877	17.44 min
5000	0.7989	20.11	0.875	25.69 min	0.8552	14.48	0.877	43.22 min
10,000	0.8101	18.99	0.878	56.69 min	0.8687	13.13	0.882	1.49 h

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