Researchers have found that sentiment domain adaptation between similar domains, such as Kitchen and Electronics, is much more effective than that between dissimilar domains, such as Kitchen and Book (Blitzer et al., 2007;.
it is beneficial if we take the similarity between source and target domains into consideration when transferring sentiment knowledge.