1 code implementation • 24 Feb 2025 • Yannick Wölker, Christian Beth, Matthias Renz, Arne Biastoch
In this paper, we tackle the problem of traffic prediction on sparse and spatially irregular and non-deterministic traffic observations.
no code implementations • 20 Feb 2025 • Yannick Wölker, Arash Hajisafi, Cyrus Shahabi, Matthias Renz
Unlike typical GNN methods that treat each traffic sensor as an individual graph node, DeepStateGNN clusters sensors into higher-level graph nodes, dubbed Deep State Nodes, based on various similarity criteria, resulting in a fixed number of nodes in a Deep State graph.
no code implementations • 9 Aug 2024 • Deepak Sharma, Matthias Renz, Philipp Hövel
Motif discovery is a powerful and insightful method to quantify network structures and explore their function.