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All the World's a (Hyper)Graph: A Data Drama. (arXiv:2206.08225v1 [cs.LG])
Web: http://arxiv.org/abs/2206.08225
June 17, 2022, 1:11 a.m. | Corinna Coupette, Jilles Vreeken, Bastian Rieck
cs.LG updates on arXiv.org arxiv.org
We introduce Hyperbard, a dataset of diverse relational data representations
derived from Shakespeare's plays. Our representations range from simple graphs
capturing character co-occurrence in single scenes to hypergraphs encoding
complex communication settings and character contributions as hyperedges with
edge-specific node weights. By making multiple intuitive representations
readily available for experimentation, we facilitate rigorous representation
robustness checks in graph learning, graph mining, and network analysis,
highlighting the advantages and drawbacks of specific representations.
Leveraging the data released in Hyperbard, we demonstrate …
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