This is because the useful sentiment information in domain-specific sentiment similarities mined from unlabeled samples and the actively selected labeled samples of target domain is not fully exploited.
sentiment classification is widely known as a domain-dependent problem (Liu, 2012;Pang and Lee, 2008;Blitzer et al., 2007;.