Mathematical Problems in Engineering / 2015 / Article / Tab 8

Research Article

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

Table 8

Paired -test between proposed method and bagging.

MeanStandard deviationStandard error mean95% confidence interval of the differencedfSig.
LowerUpper

Proposed method – bagging on AR10P dataset1.5361.4950.4510.5312.5413.407100.007
Proposed method – forest on ORL10P dataset3.5001.1790.3732.6574.3439.39190.000
Proposed method – bagging on PIE10P dataset1.048 0.7700.2440.4971.5994.30390.002
Proposed method – bagging on PIX10P dataset2.1000.5680.1801.6942.50611.69990.000
Proposed method – bagging on Leukemia dataset4.4451.4320.4533.4215.4699.81690.000
Proposed method – bagging on Prostate dataset2.9401.0330.3272.2013.6799.00090.000