- Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods 2017
- Graph Embedding Techniques, Applications, and Performance: A Survey 2017
- A Survey on Network Embedding 2017
- Network Representation Learning: A Survey 2018
- Knowledge Graph Embedding: A Survey of Approaches and Applications 2017
- A Review of Relational Machine Learning for Knowledge Graphs 2015
- Representation Learning on Graphs: Methods and Applications 2017
- A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications 2018
- Machine Learning with World Knowledge: The Position and Survey 2017
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