Alibabacloud, Machine Learning, Graph Representation, Negative Sampling.
negative sampling distribution have the same degree of impact on the optimization of the objective function. We also analyze the effect of negative sampling in terms of variance. To minimize empirical errors, we sampled t positive sample pairs from positive sampling distribution and kT negative