the Humanity and Social Science Youth Foundation of the Ministry of Education of China (13YJC630126);SRF for ROCS, SEM. SC-GTEG, the National Natural Science Foundations of China (NSFC)(Grant Nos. 61603240, 71171184, 71201059, and 71201151);the Funds for Creative Research Group of China (70821001);the Major Program of NSFC (71090401 and 71090400).
Transfer active learning, which is an emerging learning paradigm, aims to actively select informative instances with the aid of transferred knowledge from related tasks. Recently, several studies have addressed this p...
Project supported by the Humanity and Social Sci-ence Youth Foundation of Ministry of Education of China(No.13YJC630126);the 085 Foundation of SUIBE(Nos.Z085YYJ13014 and 085LXPT13020);the Fundamental Research Funds for the Central Universities(No.WK0110000032);the National Natural Science Foundation of China(Nos.71171184,71201059,71201151,71090401,and 71090400);the Funds for the Creative Research Group of China(No.70821001)
In real applications of inductive learning for classifi cation, labeled instances are often defi cient, and labeling them by an oracle is often expensive and time-consuming. Active learning on a single task aims to se...