In general, the estimation of p s (y|x) would be more influenced by the instances with high , then we should expect p t (x, y) to be very different from p s (x, y), and therefore different fromp s (x, y).
here we use only the labeled instances in D s but we adjust the weight of each instance by p t (x) ps(x) .