~/talk

Knowledge Graphs in Action: Identifying Sanctions Circumvention in a Complex Global Landscape

Talkat NODES 2024 · on Thursday, 2024-11-07· [security]
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Conference claims standard list screening misses evasion and shows a working pipeline that combines Databricks + Neo4j via spark connector, entity resolution from sensing API, Linkurious Enterprise for alerts and visualization, and Neo4j Graph Data Science for analytics. The knowledge graph links internal data and open sanctions lists, runs Cypher alerts and shortest‑path with weighted relationship costs, and produces a sanction risk score. Demo surfaces networks of ~680 sanctioned nodes and an entity with sanction_count 362 and distance_to_sanction 0, proving the approach finds circumvention patterns.

AI-written summary · about

  1. 0:00Introduction and presenters
  2. 0:53Sanctions circumvention challenges
  3. 6:18Limitations of list-based screening
  4. 8:06Why knowledge graphs excel
  5. 14:26Live demo: Alerts and entity resolution
  6. 19:01Live demo: Graph analytics in Databricks
  7. 28:29Summary and Q&A
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