Continuum limit of p-biharmonic equations on graphs
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Abstract (arXiv)
This paper studies the p-biharmonic equation on graphs, which arises in point cloud processing and can be interpreted as a natural extension of the graph p-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 p-biharmonic equation with homogeneous Neumann boundary conditions. The result relies on the uniform Lp estimates for solutions and gradients of nonlocal and graph Poisson equations. The L^∞ estimates of solutions are also obtained as a byproduct.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 6 of its 29 references that are in the map. First posted on arXiv 30 Apr 2024.
Builds on
6 of 29 references.
References · 6
- 2017Analysis of p-Laplacian Regularization in Semi-Supervised Learningcited by 39
- 2013The Total Variation on Hypergraphs - Learning on Hypergraphs Revisitedcited by 35
- 2014Continuum limit of total variation on point cloudscited by 24
- 2016Asymptotic behavior of ℓp-based Laplacian regularization in semi-supervised learningcited by 16
- 2019CURE: Curvature Regularization For Missing Data Recoverycited by 7
- 2019Mumford-Shah functionals on graphs and their asymptoticscited by 6
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Citing papers per year: 2024: 1.
1 paper.