tristanfaure.com /projects / lre-graph
LRE Research Graph
Graph ML + knowledge graph on a real research lab's publication network
2026 · ACADEMIC
Stack
Python · networkx · PyKEEN · SPARQL · OWL · BERT · Louvain
Key figures
- Triples
- 16,709 (RDF)
- Communities
- Louvain + BERT topics
- Prediction
- Temporal link prediction
- Facets
- Graph ML × Semantic Web
Two complementary projects on the same real dataset — the EPITA LRE lab's co-publication network (DBLP/OpenAlex).
Graph ML facet: graph construction, centralities, Louvain community detection, BERT-based topic analysis, and link prediction with a temporal train/test split.
Knowledge-graph facet: an OWL ontology and RDF graph of 16,709 triples, queried in SPARQL and embedded with PyKEEN for link prediction — the same questions asked through the semantic-web lens.
Links
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