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Table 19 Results of RF with K-means clustering for SMS Spam Collection

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

 

Accuracy

OOB error rate (%)

AUROC

K-means

Cluster 1

0.8887

11.13

0.889

Cluster 2

0.8787

12.13

0.873

Cluster 3

0.8711

12.89

0.871

Cluster 4

0.8715

12.85

0.872