Target-Independent Active Learning via Distribution-Splitting

Xiaofeng Cao, Ivor W. Tsang, Xiaofeng Xu +1

To reduce the label complexity in Agnostic Active Learning (A^2 algorithm), volume-splitting splits the hypothesis edges to reduce the Vapnik-Chervonenkis (VC) dimension in version…