基于邻域交互增益信息的多标记流特征选择算法

陈超逸,林耀进,唐莉,王晨曦

Streaming multi⁃label feature selection based on neighborhood interaction gain information

Chaoyi Chen,Yaojin Lin,Li Tang,Chenxi Wang

表5 SMFS和其他算法的Mi?F1 (↑)指标的比较

Table 5 Mi?F1 (↑) of SMFS and other algorithms

数据集 MLNB MDDM?spc MDDM?proj PMU RF?ML SMFS 平均值 0.3911 0.3550 0.3363 0.3720 0.3640 0.4364 A 0.1093 0.0565 0.0471 0.1279 0.0925 0.2345 B 0.1653 0.1489 0.0761 0.2359 0.1235 0.1769 C 0.6792 0.6679 0.6704 0.6798 0.6813 0.6927 D 0.2070 0.0041 0.0041 0.0023 0.0856 0.2314 E 0.5811 0.6319 0.5867 0.5690 0.5849 0.6597 F 0.6045 0.6208 0.6334 0.6171 0.6163 0.6232