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Ningkang Yang

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Open access Aug 2026

Relation-diffusion augmented network-wide traffic state estimation under sparse sensor deployment

Network-wide traffic state estimation under sparse sensor deployment aims to infer traffic conditions at unobserved road segments from limited sensor observations. Existing diffusion graph convolutional methods mainly propagate node features over physical topology or adaptive graphs, but the adaptive relationships...

Tao Guo, Ningkang Yang, Kevin Yu et al. · 0 citations

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