Alibabacloud, Machine Learning, Graph Representation, Negative Sampling.
Noise Contrastive Estimation (SampledNCE) framework comprising of a trainable encoder to generate node embeddings, and a positive sampler and a negative sampler to sample positive and negative nodes respectively for any given node. The following figure shows the details. Prior arts usually focus on