2019
DOI: 10.4153/cjm-2018-015-4
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Bakry–Émery Curvature Functions on Graphs

Abstract: We study local properties of the Bakry-Émery curvature function K G,x : (0, ∞] → R at a vertex x of a graph G systematically. Here K G,x (N ) is defined as the optimal curvature lower bound K in the Bakry-Émery curvature-dimension inequality CD(K, N ) that x satisfies. We provide upper and lower bounds for the curvature functions, introduce fundamental concepts like curvature sharpness and S 1 -out regularity, and relate the curvature functions of G with various spectral properties of (weighted) graphs constru… Show more

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Cited by 34 publications
(91 citation statements)
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“…Several adaptations of Ricci curvature such as Bakry-Émery curvature (see e.g. [19,17,7]), Ollivier-Ricci curvature [31], Entropic curvature introduced by Erbar and Maas [10], and Forman curvature [13,35], have emerged on graphs in recent years, and there is very active research on these notions. We refer to [29] and the references therein for this vibrant research field.…”
Section: Introduction and Statement Of Resultsmentioning
confidence: 99%
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“…Several adaptations of Ricci curvature such as Bakry-Émery curvature (see e.g. [19,17,7]), Ollivier-Ricci curvature [31], Entropic curvature introduced by Erbar and Maas [10], and Forman curvature [13,35], have emerged on graphs in recent years, and there is very active research on these notions. We refer to [29] and the references therein for this vibrant research field.…”
Section: Introduction and Statement Of Resultsmentioning
confidence: 99%
“…The following reformulation can also be found in [7] and [20]. Then we have the following decomposition of the 2-ball B 2 (x):…”
Section: Bakry-émery Curvature As a Semidefinite Programming Problemmentioning
confidence: 99%
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“…Recently, there has been a tremendous interest in various notions of curvature, and especially of Ricci curvature, for graphs, see, for example, [4,8,10,15,17,24,[26][27][28][33][34][35]42,50,51,60,[63][64][65][66][67][68][69]71,[73][74][75][76][77][78][79][83][84][85]87,90,97]. In particular, two notions have been most prominently explored for finding analogues to results in the setting of Riemannian manifolds for graphs: the Bakry-Émery approach having its origins in [2] and the coarse Ollivier-Ricci curvature originating in the work [78].…”
Section: 3mentioning
confidence: 99%
“…It is conceivable that the results in [GW18] may also have other applications, for example with regards to the following conjecture about expander graph families (Conjecture 9.11 in [CLP17]):…”
Section: Introductionmentioning
confidence: 99%