Alibabacloud, Machine Learning, Graph Representation, Negative Sampling.
personalized recommendation tasks. In both situations where network embeddings and a Graph Neural Network (GNN) are used as encoders, MCNS always performs better than the other eight negative sampling strategies. Compared with the optimal baseline model, MCNS improves performance by 2% to 13%. In