Knowledge Graphs

  1. Advanced Topics
    1. Knowledge Graph Embeddings
      1. Vector Representations
        1. Entity Embeddings
          1. Relation Embeddings
            1. Embedding Models
              1. TransE
                1. TransR
                  1. ComplEx
                    1. RotatE
                    2. Applications
                      1. Entity Classification
                        1. Similarity Computation
                      2. Temporal Knowledge Graphs
                        1. Time-Varying Facts
                          1. Temporal Modeling
                            1. Event Representation
                              1. Temporal Reasoning
                                1. Versioning Strategies
                                2. Quality Assessment
                                  1. Accuracy Metrics
                                    1. Completeness Measures
                                      1. Consistency Checking
                                        1. Timeliness Evaluation
                                          1. Quality Frameworks
                                          2. Knowledge Graph Evolution
                                            1. Change Detection
                                              1. Update Propagation
                                                1. Version Management
                                                  1. Migration Strategies
                                                  2. Explainability and Provenance
                                                    1. Provenance Models
                                                      1. Trust Assessment
                                                        1. Explanation Generation
                                                          1. Transparency Methods
                                                          2. Machine Learning Integration
                                                            1. Graph Neural Networks
                                                              1. Knowledge-Enhanced Learning
                                                                1. Neuro-Symbolic Approaches
                                                                  1. Hybrid Systems

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                                                                7. Applications and Use Cases

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                                                                9. Implementation and Best Practices