Table 4

Enhancement of the prediction accuracy by ensemble majority voting*

r

ρ

Prediction accuracy of each base classifier


0.5

0.6

0.7

0.8

0.9

3

0

0.5

0.648

0.784

0.896

0.972

0.1

0.5

0.635

0.762

0.871

0.953

0.3

0.5

0.618

0.732

0.836

0.927

15

0

0.5

0.787

0.950

0.996

1.000

0.1

0.5

0.695

0.851

0.947

0.990

0.3

0.5

0.636

0.762

0.868

0.948

25

0

0.5

0.846

0.986

1.000

1.000

0.1

0.5

0.708

0.868

0.958

0.993

0.3

0.5

0.639

0.766

0.872

0.951

101

0

0.5

0.980

1.000

1.000

1.000

0.1

0.5

0.728

0.891

0.971

0.996

0.3

0.5

0.642

0.771

0.877

0.954


*Binomial probability used for ρ = 0, with normal approximation for r > 25; Beta-binomial probability used for ρ > 0.

Moon et al. Genome Biology 2006 7:R121   doi:10.1186/gb-2006-7-12-r121

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