Alibabacloud, Machine Learning, Graph Representation, Negative Sampling.
sampling and sampling on K nearest neighboring nodes. The negative sampling process with MCNS is as follows: To prove the effectiveness of MCNS, we conducted experiments on five datasets. In these experiments, we applied three typical graph representation learning algorithms to three commonly used