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Table 1 Comparison of SRF running times (50, 100 and 500) in the GB full dataset, the BC training and the OC training datasets

From: Splitting random forest (SRF) for determining compact sets of genes that distinguish between cancer subtypes

Cancer

Running Experiment

Maximum Accuracy Rate (Proportion of Increase)

No. of Genes

GB

50

95.4% (.)

36

 

100

96.6% (+1.2%*)

23

 

500

98.9% (+3.5%**)

29

BC

50

93.6% (.)

48

 

100

93.6% (+0%*)

50

 

500

95.7% (+2.1%**)

32

OC

50

92.7% (.)

189

 

100

94.5% (+1.8%*)

290

 

500

94.5% (+1.8%**)

188

  1. *Comparison between 50 vs. 100 runs; ** Comparison between 50 vs. 500 runs.