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

Table 11

Classification accuracy of 10 runs of 10-fold cross validation for proposed method, bagging, AdaBoost, and random forest on PIE10P.

	Proposed	Bagging	AdaBoost	Random forest
1	99.05	98.57	98.09	97.62
2	98.57	97.62	98.09	95.24
3	98.57	98.09	98.09	96.67
4	98.57	98.09	97.62	96.67
5	99.52	97.62	97.62	96.19
6	99.05	97.14	97.62	96.19
7	99.52	98.57	97.62	98.10
8	99.52	97.14	97.62	96.67
9	99.52	98.57	98.09	96.19
10	98.57	98.57	98.09	96.67