Research Article

In-Depth Research and Analysis of Multilabel Learning Algorithm

Table 2

The details about MLL metrics optimized.

Metricsinstance_wiselabel_wisedouble_wise

Ranking lossNoYesYes
Average precisionNoYesYes
One-errorNoYesYes
CoverageNoYesYes
Instance-AUCNoYesYes
Macro-AUCYesNoYes
Micro-AUCNoNoYes
Macro-F1YesNoYes
Instance-F1NoYesYes
Micro-F1NoYesYes
Hamming lossYesYesYes