Applying Randomness Effectively Based on Random Forests for Classification Task of Datasets of Insufficient Information

Table 3

The accuracy of random forests for the data set “cylinder bands.”

Number of attr. to pick randomly (R)	Worst accuracy (%)	Median accuracy (%)	Best accuracy (%)	Number of trees in random forests resulting in the best accuracy (T)
12	77.5926	78.5185	79.4444	575
6	82.037	82.7778	83.3333	475, 500
3	83.7037	84.0741	84.4444	200, 500, 675
2	83.7037	84.0741	84.6296	1000
1	84.4444	85.0	85.7407	325