GlobalWalk: Learning Global-aware Node Embeddings via Biased Sampling

Zhengrong Xue, Ziao Guo, Yiwei Guo

Popular node embedding methods such as DeepWalk follow the paradigm of performing random walks on the graph, and then requiring each node to be proximate to those appearing along w…