A New Ensemble Method with Feature Space Partitioning for High-Dimensional Data Classification

Table 13

Classification accuracy of 10 runs of 10-fold cross validation for proposed method, bagging, AdaBoost, and random forest on Leukemia.

	Proposed	Bagging	AdaBoost	Random forest
1	98.61	95.83	97.22	91.67
2	100	94.44	97.22	93.06
3	98.61	95.83	97.22	91.67
4	98.61	95.83	97.22	90.28
5	98.61	91.67	95.83	93.06
6	98.61	94.44	97.22	94.44
7	98.61	94.44	97.22	93.06
8	98.61	93.06	95.83	91.67
9	98.61	93.06	97.22	93.06
10	98.61	94.44	95.83	97.22