Alibabacloud, Machine Learning, Graph Representation, Negative Sampling.
as positive sampling in determining the optimization objective and the resulted variance. First, we start from the following objective function for graph representation learning, and discuss a more generic graph representation learning form: where p_d denotes the estimated data distribution. p_n