List-wise probabilistic matrix factorization for recommendation
We improve the model of probabilistic matrix factorization, and propose ListPMF. The log-posterior over the predicted preference order is maximized in ListPMF. Two kinds of permutation probability are used in ListPMF. Compared with other methods, ListPMF gets more satisfying results.
list-wise matrix factorization recommender system collaborative filtering user preference