Research Article

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

Table 1

Comparison of accuracy for “cylinder bands” data set in different data mining methods.

NumberMethodAccuracy (%)Year

1FLN tightest fit [3]78.332000
2FLN ordered tightest fit [4]85.562003
3Concurrent random forests [12]80.192011
4SubBag-JRip [5]78.152007
5BAGGING-JRip [5]79.262007