一种用于数据流自适应分类的主动学习方法

张银芳,于洪,王国胤,谢永芳

An active learning method for data stream adaptive classification

Yinfang Zhang,Hong Yu,Guoyin Wang,Yongfang Xie

表3 与全标记算法OBA，HAT和ACM对比的分类效果

Table 3 Classification performance of comparing to 100% labelled algorithm OBA, HAT and ACM

Datasets OBA[22] HAT[22] ACM ALBOD ACC (%) ACC (%) ACC (%) (Labeled （%）) ACC (%) (Labeled （%）) SEAa 84.21 84.98 83.31 (100) 83.16 (9.92) SEAg 83.51 83.44 83.29 (100) 83.36 (10.75) RBF0.003 62.61 59.14 57.37 (100) 55.53 (22.28) Weather 71.51 71.33 77.98 (100) 77.14 (20.82)