Note that FS-EM1 and FS-EM2 work slightly better than Co-Class in domain "Camera" because it is the least noisy domain with very short posts while other domains (as source data) are quite noisy.
based on the discussion above, the key to solve the problem of EM is to find a way to reflect the features in the target domain during the iterations.