Paper · Apr 21, 2022
Bakry-Émery curvature sharpness and curvature flow in finite weighted graphs. I. Theory
As on arXiv
Abstract
In this sequence of two papers, we introduce a curvature flow on (mixed) weighted graphs which is based on the Bakry-Émery calculus. The flow is described via a time-continuous evolution through the weighting schemes. By adapting this flow to preserve the Markovian property, its limits turn out to be curvature sharp. Our aim is to present the flow in the most general case of not necessarily reversible random walks allowing laziness, including vanishing transition probabilities along some edges ("degenerate" edges). This approach requires to extend all concepts (in particular, the Bakry-Émery curvature related notions) to this general case and it leads to a distinction between the underlying topology (a mixed combinatorial graph) and the weighting scheme (given by transition rates). We present various results about curvature sharp vertices and weighted graphs as well as some fundamental properties of this new curvature flow. This paper is accompanied by a second paper discussing the curvature flow implementation in Python for practical use. In this second paper we present examples and exhibit further properties of the flow.
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The 8 papers on this site closest to this one, judged by the topics they share, the words and phrases in their titles and abstracts, and their authors. They are not its citations, but a map of the work around it. Papers here go back to 2021, plus the canon.
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Bakry-Émery curvature sharpness and curvature flow in finite weighted graphs. II. Implementation
Topics Limit spaces & RCD, Other curvature flows · Same authors David Cushing, Supanat Kamtue, Shiping Liu · Shared terms “weighted graphs”, “Émery curvature”, “curvature sharpness”
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Equivalence of Lin–Lu–Yau curvature and 1/2-Ollivier curvature on weighted graphs
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A version of Bakry-Émery Ricci flow on a finite graph
Topics Limit spaces & RCD · Shared terms “Bakry Émery”
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Rigidity of weighted manifolds via classification results for semilinear equations
Topics Limit spaces & RCD · Shared terms “Bakry Émery”, “sharpness”
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Time analyticity for the heat equation under Bakry-Émery Ricci curvature condition
Topics Limit spaces & RCD · Shared terms “Bakry Émery”
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Weighted volume comparison and monotonicity for -bound of Bakry-Émery Ricci curvature
Topics Limit spaces & RCD · Shared terms “Bakry Émery”
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Non-collapsing of Ricci shrinkers with bounded curvature
Topics Limit spaces & RCD · Shared terms “Bakry Émery”
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Parabolic frequency monotonicity on Ricci flow and Ricci-harmonic flow with bounded curvatures
Topics Limit spaces & RCD · Shared terms “Bakry Émery”
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Background reading
The guides for the topics of this paper: what each idea is, why it matters, and the papers to read first.
In the guidebook
- 6C.11Optimal Transport and Ricci Curvature
Kantorovich duality, Wasserstein geometry, the heat equation as a gradient flow of entropy, displacement convexity, and Ricci curvature as convexity, from Lott–Sturm–Villani to McCann–Topping and the reduced volume.
- 9B.4Convergence of Manifolds
Gromov–Hausdorff and Cheeger–Gromov convergence, and the compactness theorem.
- 11B.3Compactness of Ricci Flows
Hamilton’s compactness theorem and the missing injectivity radius bound.