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Table 5 Performances of WAEM and NNEM on the balanced and imbalanced datasets

From: Sequence-based bacterial small RNAs prediction using ensemble learning strategies

Dataset

Ratio

Method

AUC

ACC

SN

SP

Balanced

1:1

WAEM

0.942

0.887

0.888

0.868

NNEM

0.958

0.901

0.903

0.899

Imbalanced

1:2

WAEM

0.952

0.901

0.853

0.925

NNEM

0.962

0.909

0.872

0.927

1:3

WAEM

0.951

0.915

0.818

0.948

NNEM

0.961

0.920

0.819

0.954

1:4

WAEM

0.957

0.929

0.817

0.956

NNEM

0.962

0.931

0.810

0.961

1:5

WAEM

0.957

0.934

0.808

0.959

NNEM

0.961

0.940

0.782

0.972