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Hypergraph-Laplacian

Demonstration for AAAI-18 paper Saito, S, Mandic, D.P., and Suzuki, H. 2018 Hypergraph p-Laplacian: A Differential Geometry View.

This program demonstrate unspervised clustering in the paper, Saito, S, Mandic, D.P., and Suzuki, H. 2018 Hypergraph p-Laplacian: A Differential Geometry View. In Proc. AAAI to appear.

Here we compare with exsitent Laplacians, proposed by

i) Zhou, D., Huang, J., and Scho ̈lkopf, B. 2006. Learning with hypergraphs: Clustering, classification, and embedding. In Proc. NIPS, 1601–1608.

ii) Rodriguez, J. A. 2002. On the Laplacian eigenvalues and metric parameters of hypergraphs. Linear Multilinear Algebra 50(1):1–14.

If you use this program, please cite Saito, S, Mandic, D.P., and Suzuki, H. 2018 Hypergraph p-Laplacian: A Differential Geometry View. In Proc. AAAI to appear. https://arxiv.org/abs/1711.08171

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MATLAB Demonstration for various hypergraph Laplacians

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