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Continuum limit of $p$-biharmonic equations on graphs

Analysis of PDEs 2025-04-28 v2 Machine Learning Numerical Analysis Numerical Analysis

Abstract

This paper studies the pp-biharmonic equation on graphs, which arises in point cloud processing and can be interpreted as a natural extension of the graph pp-Laplacian from the perspective of hypergraph. The asymptotic behavior of the solution is investigated when the random geometric graph is considered and the number of data points goes to infinity. We show that the continuum limit is an appropriately weighted pp-biharmonic equation with homogeneous Neumann boundary conditions. The result relies on the uniform LpL^p estimates for solutions and gradients of nonlocal and graph Poisson equations. The LL^\infty estimates of solutions are also obtained as a byproduct.

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Cite

@article{arxiv.2404.19689,
  title  = {Continuum limit of $p$-biharmonic equations on graphs},
  author = {Kehan Shi and Martin Burger},
  journal= {arXiv preprint arXiv:2404.19689},
  year   = {2025}
}

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21 pages