Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking.
Juanhui LiHarry ShomerHaitao MaoShenglai ZengYao MaNeil ShahJiliang TangDawei YinPublished in: CoRR (2023)
Keyphrases
- link prediction
- random walk
- bipartite graph
- neural network
- graph mining
- social network analysis
- social networks
- network analysis
- link formation
- multi relational
- graph kernels
- proximity measures
- network structure
- collaborative filtering
- complex networks
- graph theory
- directed graph
- missing links
- bipartite networks
- collective classification
- topological features
- community detection
- entity resolution
- class discrimination
- social ties
- supervised learning
- neighborhood structure
- heterogeneous networks
- pattern mining
- link structure
- web graph
- graph model
- search space