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Tag knowledge-graph
· 3
SGP Digital Atlas — Final Report
SGP Digital Atlas is a comprehensive geospatial knowledge graph covering Singapore with 637 hex-8 features, 174,711 places, and 1.49M graph edges across 39 relation types, powered by R-GCN embeddings for urban analysis, demand prediction, and scenario simulation.
Plexis — Urban Knowledge Graph Demo
Plexis is an urban knowledge graph system with 200K nodes and 1.49M edges that uses graph neural networks to answer location-based business questions like site selection, competitive analysis, and demand decomposition for Singapore and Hong Kong.
Plexis — Graph Structure
Plexis is an urban knowledge graph of Singapore with 200K entities and 1.49M edges modeling commercial relationships, transit infrastructure, spatial adjacency, and demand patterns across eight interconnected layers.