Research Article

On Multilabel Classification Methods of Incompletely Labeled Biomedical Text Data

Table 9

Microaveraged results for SVM, trained on “incompletely labeled” Yeast dataset (with different fraction of deleted labels ) with add+WkNN label restoration. Optimal WkNN parameters and are acquired via grid search.

parameter Optimal Optimal Precision Recall

0
0.1 10 0.3 0.6582 0.6847 0.6712
0.2 10 0.25 0.6525 0.6811 0.6665
0.3 10 0.15 0.6357 0.7137 0.6725
0.4 10 0.1 0.6604 0.669 0.6648
0.5 10 0.05 0.6225 0.7259 0.6702
0.6 10 0.05 0.6248 0.7261 0.6716