Although transfer learning gradually gains popularity in handling the cold-start issue (Roy et al., 2012), most of them assume a homogeneous model where observations in both domains are of the same type.
to transfer knowledge to a ratingbased/text-based recommender system, the source system must also be rating-based/text-based.