Pitfalls in Link Prediction with Graph Neural Networks: Understanding the Impact of Target-link Inclusion & Better Practices.
Jing ZhuYuhang ZhouVassilis N. IoannidisShengyi QianWei AiXiang SongDanai KoutraPublished in: WSDM (2024)
Keyphrases
- link prediction
- link formation
- random walk
- bipartite graph
- neural network
- link structure
- graph mining
- social network analysis
- social networks
- network analysis
- graph kernels
- complex networks
- web graph
- multi relational
- network structure
- proximity measures
- community detection
- collective classification
- graph data
- directed graph
- entity resolution
- graph model
- heterogeneous networks
- link analysis
- graph theory
- community discovery
- missing links
- link information
- topological features
- supervised learning
- network evolution
- data sets
- small world
- markov chain
- machine learning
- factor graph model