Research Article

On Multilabel Classification Methods of Incompletely Labeled Biomedical Text Data

Table 1

Microaveraged precision, recall, and -measure ( ), obtained on AgingPortfilio dataset with different classification methods.

Method Precision Recall

SVM with fixed parameters 0.8649 0.1983 0.2977
SVM with parameter tuning 0.7727 0.3302 0.4159
SVM, del+WkNN 0.5538 0.4452 0.4439
SVM, add+WkNN 0.4664 0.5684 0.4707
SVM, del+SoftSL 0.2132 0.6914 0.3259
SVM, add+SoftSL 0.3850 0.5639 0.4576