Recommendations, Machine Learning, Data Science, Recommendation System, Engineering.
you have a principled way to evaluate the value of positive-negative pairs, as is the case with WARP, and control for the max number of negative samples to mine each iteration of training. BPR Maximum Posterior Estimator for Personalized Ranking X(u,i,j) is the model estimated user preference of