Approximating Probabilistic Inference in Statistical EL with Knowledge Graph Embeddings 事件

Approximating Probabilistic Inference in Statistical EL with Knowledge Graph Embeddings arXiv:2407.11821v2 Announce Type: replace Abstract: Statistical information is ubiquitous but drawing valid conclusions from it is prohibitively hard. We explain how knowledge graph embeddings can be used to approximate probabilistic inference efficiently using the example of Statistical EL (SEL), a statistical extension of the lightweight Description Logic EL. We provide proofs for runtime and soundness gua