Synergistic Learning in Domain Adaptation with a Known Link: A Minimax Understanding

Pengcheng Xiang, Ling Zhou, Yuhong Yang

When can combining source and target data yield much better performance than using either alone? From a minimax viewpoint, writing $R(n,n_T)$ for the minimax risk from $n$ source a…