In contrast with most of the previous methods, which pay more attention to domain invariant information, we showed that domain specific information could also be beneficially used in the domain adaptation task with a small amount of in-domain labeled data.
we proposed a novel method, based on the CMD metric, to simultaneously extract domain invariant feature and domain specific feature for target domain data.