Link Prediction

• Attri2vec
  • Inductive Node Representation Learning through attri2vec
• Gcn
  • Link prediction example: GCN on the Cora citation dataset
• Graphsage
  • Link prediction example: GraphSAGE on the Cora citation dataset
• Hinsage
  • Stellargraph example: Heterogeneous GraphSAGE on the Movielens recommendation dataset
• Knowledge Graphs
  • ComplEx on WN18 and FB15K
  • DistMult on WN18 and FB15K
• Random Walks
  • Link prediction with Node2Vec on Cora
  • Load the dataset
  • Construct splits of the input data
  • Node2Vec
  • Train and evaluate the link prediction model
  • Continuous-Time Dynamic Network Embeddings