Definition 1 ( ). Given a source domain D S and a learning task T S , a target domain D T and learning task T T , transfer learning aims to help improve the learning of the target predictive function f T in D T using the knowledge in D S and T S , where D S ̸ = D T or T S ̸ = T T .