Updating Embeddings for Dynamic Knowledge Graphs

Understand

Data in Knowledge Graphs often represents part of the current state of the real world.

• Thus, to stay up-to-date the graph data needs to be updated frequently.
• To utilize information from Knowledge Graphs, many state-of-the-art machine learning approaches use embedding techniques.
• These techniques typically compute an embedding, i.e., vector representations of the nodes as input for the main machine learning algorithm.