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Table 8 Pairwise significance test for classification performance among all methods. A Mann–Whitney paired-sample signed rank test with significance level α = 5 %. P-values were adjusted with the Benjamini Hochberg method [45]

From: Knowledge transfer via classification rules using functional mapping for integrative modeling of gene expression data

Method

SVM

LDA

RF

C4.5

NB

PLR

RL

TRL

LDA

0.1230

       

RF

0.1230

       

C4.5

0.0386

0.0943

0.0943

     

NB

0.3453

0.0076

0.0076

0.0035

    

PLR

0.0737

0.0043

0.0043

0.0043

0.6280

   

RL

0.3473

0.6825

0.6825

0.0137

0.1151

0.0700

  

TRL

0.6924

0.0648

0.0648

0.0017

0.8666

0.6825

0.0076

 

TRL-FM

0.0094

0.0006

0.0006

0.0002

0.0094

0.0217

0.0017

0.0052

  1. Significant p-values are displayed in bold font