You are viewing the site in preview mode

Skip to main content

Table 5 Comparison of the three ensemble methods for both data sets with respect to the macro-F measure

From: Large-scale online semantic indexing of biomedical articles via an ensemble of multi-label classification models

Macro-F measure      
Data set MetaLabeler SVM Tuned SVM Vanilla LLDA Improve F [13] MULE Macro
A       
  ✓ ✓    0.53390 △ 0.54820
  ✓    ✓ 0.53221 △ 0.54921
    ✓ ✓ 0.42563 △ 0.47918
   ✓ ✓ ✓ 0.49437 △ 0.51099
  ✓ ✓ ✓ ✓ 0.52487 △ 0.54847
B       
  ✓ ✓    0.42573 △ 0.43342
  ✓    ✓ 0.42429 △ 0.43212
    ✓ ✓ 0.37556 0.37335
   ✓ ✓ ✓ 0.38149 0.38058
  ✓ ✓ ✓ ✓ 0.42240 △ 0.43324
Back to article page

Journal of Biomedical Semantics

ISSN: 2041-1480