Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy Tasks.
Aryo Pradipta GemaDominik GrabarczykWolf De WulfPiyush BoroleJavier Antonio AlfaroPasquale MinerviniAntonio VergariAjitha RajanPublished in: CoRR (2023)
Keyphrases
- link prediction
- rule learning
- random walk
- bipartite graph
- social network analysis
- social networks
- multi relational
- prior knowledge
- subgroup discovery
- complex networks
- inductive logic programming
- relational learning
- knowledge discovery
- knowledge representation
- domain knowledge
- link formation
- background knowledge
- rule sets
- knowledge acquisition
- expert systems
- classification rules
- data mining techniques
- learning classifier systems
- text mining
- collaborative filtering
- supervised learning
- information extraction