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k-simplex2vec: a simplicial extension of node2vec - MaRDI portal

k-simplex2vec: a simplicial extension of node2vec

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Publication:6351066

arXiv2010.05636MaRDI QIDQ6351066

Author name not available (Why is that?)

Publication date: 12 October 2020

Abstract: We present a novel method of associating Euclidean features to simplicial complexes, providing a way to use them as input to statistical and machine learning tools. This method extends the node2vec algorithm to simplices of higher dimensions, providing insight into the structure of a simplicial complex, or into the higher-order interactions in a graph.




Has companion code repository: https://github.com/celiahacker/k-simplex2vec








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