Evolutionary Multilabel Feature Selection Using Promising Feature Subset Generation

Table 5

Comparison results in terms of normalized coverage.

Method	Birds	Enron	Llog	Mediamill	Medical
Proposed	0.194 ± 0.015	0.277 ± 0.015	0.202 ± 0.025	0.196 ± 0.003	0.155 ± 0.029
GA	0.223 ± 0.025	0.337 ± 0.038	0.201 ± 0.021	0.205 ± 0.005	0.180 ± 0.027
NSGA	0.212 ± 0.020	0.336 ± 0.038	0.199 ± 0.025	0.208 ± 0.019	0.178 ± 0.029
MPSOFS	0.222 ± 0.023	0.413 ± 0.014	0.201 ± 0.023	0.330 ± 0.006	0.179 ± 0.027
Method	TMC2007	Business	Education	Entertainment	Health
Proposed	0.203 ± 0.002	0.132 ± 0.023	0.148 ± 0.004	0.197 ± 0.003	0.157 ± 0.023
GA	0.208 ± 0.004	0.139 ± 0.024	0.159 ± 0.003	0.221 ± 0.009	0.167 ± 0.026
NSGA	0.209 ± 0.004	0.141 ± 0.021	0.159 ± 0.004	0.219 ± 0.009	0.167 ± 0.026
MPSOFS	0.211 ± 0.002	0.168 ± 0.023	0.159 ± 0.004	0.233 ± 0.003	0.166 ± 0.025
Method	Reference	Science	Social	Society	Avg. rank
Proposed	0.157 ± 0.023	0.182 ± 0.004	0.127 ± 0.010	0.242 ± 0.007	1.21
GA	0.177 ± 0.022	0.215 ± 0.005	0.140 ± 0.011	0.257 ± 0.006	2.86
NSGA	0.171 ± 0.021	0.213 ± 0.006	0.136 ± 0.014	0.261 ± 0.008	2.43
MPSOFS	0.179 ± 0.022	0.215 ± 0.006	0.145 ± 0.011	0.317 ± 0.007	3.50