(The score of labeled reviews will be fixed to +1 or −1.)
we model each document as a bag of words, generated from a mixture of: (a) "aspect" topics (that discuss various dimensions of the offering); (b) city-specific topics; (c) hotel-specific topics; (d) review-specific topics; 4 and (e) a background topic.