The main challenge in domain adaptation is feature mismatch, where the features that we use for training a classifier in the source domain do not necessarily occur in the target domain.
prior work on domain adaptation (Blitzer et al., 2006;Pan et al., 2010) learn lower-dimensional mappings from non-pivots to pivots, thereby overcoming the feature mismatch problem.