KDD tutorial part3 knowledge graph

Part1-Recent Advances in Graph Analytics and Its Applications in Healthcare (30 min) [PDF]
---Introduction
---Outline
---Healthcare & Graphs
Part2-Network Embedding & Graph Neural Networks (50 min) [PDF]
---Healthcare and Graphs
---Learning from Networks
---Network Embedding
---Graph Neural Networks
---Rethinking, Summary, and Conclusion
Part3-Knowledge Graph Mining (50 min) [PDF]
---General Knowledge Graphs
---Knowledge Graphs in Healthcare
---Knowledge Graph Construction
---Knowledge Graph Inference
Part4-Graph Generative Models & Drug Discovery (50 min) [PDF]
---Drug discovery
---Molecular Graph Generation and Normalizing Flow Models
---Our MoFlow for Molecular Graph Generation
---Experiments on Molecule Generation, Reconstruction, Visualization and Optimization
Part5-Conclusion: Discussions and Future Directions (30 min) [PDF]
---More on Data Quality, Privacy, Interpretation, Bias, and Security, etc.