1. Introduction

2. Research Methodology

3. Knowledge Graphs

4. Knowledge Acquisition

5. Knowledge Graph Refinement

6. Uncertain Knowledge Graph Embedding

7. Knowledge Alignment

8. Uncertain Knowledge Fusion

9. Uncertainty Representation

10. Discussion and Perspectives

11. Conclusion