Alibabacloud, Machine Learning, Graph Representation, Negative Sampling.
addition, we compared the efficiency of different negative sampling strategies on personalized recommendation tasks. As shown in the following figure, MCNS is more efficient than the other heuristic negative sampling strategies. Based on the Arxiv dataset, we evaluated the performance of different