Alibabacloud, Machine Learning, Graph Representation, Negative Sampling.
denotes negative sampling distribution. u→ and v→ denote the vector representations of nodes. σ(⋅) is the sigmoid function. We can calculate the optimal vector inner product in the ideal situation by using the following formula: The preceding formula shows that positive sampling distribution and