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Mathematical Problems in Engineering
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2015
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Article
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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.
Mean
Standard deviation
Standard error mean
95% confidence interval of the difference
df
Sig.
Lower
Upper
Proposed method – bagging on AR10P dataset
1.536
1.495
0.451
0.531
2.541
3.407
10
0.007
Proposed method – forest on ORL10P dataset
3.500
1.179
0.373
2.657
4.343
9.391
9
0.000
Proposed method – bagging on PIE10P dataset
1.048
0.770
0.244
0.497
1.599
4.303
9
0.002
Proposed method – bagging on PIX10P dataset
2.100
0.568
0.180
1.694
2.506
11.699
9
0.000
Proposed method – bagging on Leukemia dataset
4.445
1.432
0.453
3.421
5.469
9.816
9
0.000
Proposed method – bagging on Prostate dataset
2.940
1.033
0.327
2.201
3.679
9.000
9
0.000