A typical approach is to collect a portion of historical reviews from each user to construct a shared training corpus .
to understand the effect of global model training in model adaptation, we also included the performance of LinAdapt, which only used shifting and scaling operations and Cross feature grouping method with k = 400 (detailed feature grouping method will be discussed in the next experiment).