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

Table 9

Classification accuracy of 10 runs of 10-fold cross validation for proposed method, bagging, AdaBoost, and random forest on AR10P.

	Proposed	Bagging	AdaBoost	Random forest
1	96.92	93.85	93.08	92.69
2	96.92	96.92	93.08	91.15
3	94.62	92.31	91.54	90.62
4	94.62	95.38	94.62	92.69
5	96.15	93.85	93.08	94.23
6	96.15	92.31	93.85	92.69
7	96.15	93.85	93.85	92.62
8	96.92	96.92	92.31	90.62
9	96.15	93.85	93.85	92.69
10	96.92	96.92	93.08	90.62