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Table 5 RF results for datasets

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

ntree

MIMIC-III

SMS spam collection

Accuracy

OOB error rate (%)

AUROC

CPU time

Accuracy

OOB error rate (%)

AUROC

CPU time

100

0.7663

23.17

0.904

27.67 secs

0.9085

9.89

0.968

53.9 secs

200

0.7641

23.29

0.907

51.81 secs

0.9097

9.78

0.969

1.49 min

500

0.7661

23.39

0.908

2.08 min

0.9183

9.09

0.970

3.99 min

1000

0.7671

23.09

0.908

4.14 min

0.9189

8.99

0.971

7.77 min

2000

0.7665

23.25

0.908

8.52 min

0.9188

9.07

0.971

15.34 min

5000

0.7661

23.39

0.909

23.94 min

0.9195

9.05

0.971

39.92 min

10000

0.7665

23.25

0.909

49.57 min

0.9289

8.60

0.971

1.38 h