Effective Evolutionary Multilabel Feature Selection under a Budget Constraint

Table 2

Comparison results for multilabel feature selection methods in terms of selected feature subset size (mean std. deviation). The ✘ symbol is used to indicate that the corresponding method failed to select less than 10 features for the dataset.

Dataset	Proposed	RGA	NSGA-II	MPSOFS
Birds	7 2	5 2	99 51✘	138 4✘
Emotions	8 1	9 1	50 6✘	37 4✘
Enron	8 1	9 1	74 51✘	527 23✘
Genbase	9 0	7 1	974 139✘	637 24✘
LLog	8 1	7 2	205 108✘	522 17✘
Mediamill	5 1	4 0	7 2	52 3✘
Medical	8 1	8 1	664 138✘	762 30✘
Scene	9 1	9 0	137 31✘	147 4✘
Slashdot	9 0	8 2	970 85✘	569 22✘
TMC2007	8 1	8 1	495 93✘	506 20✘
Yeast	9 1	9 1	34 10✘	52 3✘
Arts	9 1	7 1	1,019 85✘	613 25✘
Business	4 2	4 2	130 140✘	578 20✘
Education	8 1	8 2	1263 51✘	742 24✘
Entertainment	9 0	8 2	985 227✘	840 28✘
Health	7 1	4 1	842 184✘	814 33✘
Reference	7 2	8 1	1052 334✘	1058 42✘
Science	9 0	7 1	969 265✘	993 65✘
Social	6 1	8 1	1,699 401✘	1,353 71✘
Society	7 2	4 3	498 95✘	826 28✘