The weight Chen defined can be regarded that measured the similarity of the label distribution P s of feature f in source domain and label distribution P t of feature f in target domain.
here, according to the similarity between the label distribution of the feature on source domain and the estimated label distribution of the feature on target domain, we set the weight on the features to reconstruct the training data.