Network Embedding by Resource-Allocation for Link Prediction.

In network embedding, the analysis of the relationship between nodes has a great influence on the link prediction. In this paper, we re-examine the role of network topology in predicting missing links from the perspective of node embedding, and proposed a practical algorithm based on the resource allocation of nodes in network. Experiments on six different data sets show that this method has better performance in link prediction than other methods.