5-day (90 mins per day) lecture of 2nd European Summer School on Artificial Intelligence (ESSAI 2024), Athens, Greece, 15-16 July 2024.
Lecturers: Uli Sattler & Jiaoyan Chen
| Day | Topic | Concepts | Techniques |
|---|---|---|---|
| 1 | Knowledge Graph | parsing/serialisation, queries, schemas, validation & reasoning | RDF(S), SPARQL, SHACL |
| 2 | Ontologies | Facts & background knowledge, entailments, reasoning & materialisation | OWL, OWL API, Owlready, Protégé |
| 3 | Knowledge Graph Embeddings | Classis Es, variants, inductive inference, literal-aware Es, incremental Es, application | TransE, TransH, TransR, GCN, R-GCN, OntoZSL, RMPI |
| 4 | Ontology Embeddings | Geometric embeddings, literal-aware OEs, faithfulness, evaluation & applications | ELEm, Box2EL, OWL2Vec*, LogMap-ML, ZSL, mOWL |
| 5 | Language Models & KR, Discussion & Outlook | LM for KR, ontology & KG for LLM | BERTMap, BERTSubs, DeepOnto, ICON, BLINKOut, GraphRAG |
Day 1, Day 2, Day 3, Day 4, Day 5
