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Hypergraph Co-Optimal Transport

Samir Chowdhury
November 1, 2022
4:00 pm - 5:00 pm
Zoom

Title:  Hypergraph Co-Optimal Transport

Speaker:  Samir Chowdhury (Bear Flag Robotics)

Speaker's URL:  https://samirchowdhury.github.io

Abstract:  Hypergraphs capture multi-way relationships in data, and they have consequently seen a number of applications in data analysis techniques that leverage higher-order network analysis. In this talk, we describe a framework for studying the space of hypergraphs using ingredients from optimal transport. First, we introduce a hypergraph distance based on the co-optimal transport framework of Redko et al. (2020) and present its theoretical properties. Next, we describe how our Hypergraph Co-Optimal Transport (HyperCOT) is computed in practice. Finally, we end with examples showcasing HyperCOT on various simulated and real-world datasets. This is joint work with Tom Needham (FSU), Ethan Semrad (FSU), Bei Wang (Utah), and Youjia Zhou (Utah). The associated arXiv preprint can be found on https://arxiv.org/abs/2112.03904.

URL associated with Seminar:  https://tgda.osu.edu/activities/tdga-seminar/

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