Laplacians and the Cheeger Inequality for Directed Graphs
Integrity signals
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The modules in Fig. 2 were obtained with the Louvain algorithm, and similar modules are obtained when spectral clustering is used.
“The modules in Fig. 2 were obtained with the Louvain algorithm for graph clustering38, which is designed to maximize modularity. Similar modules are obtained when spectral clustering39 is used”
From Predicting modular functions and neural coding of behavior from a synaptic wiring diagram (2024) · cites this paper as [39]
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“We used a generalized spectral clustering algo-rithm for weighted directed graphs to bisect the zebrafish ‘center’ sub-graph, as proposed by Chung 39 .”
Which digraphs with ring structure are essentially cyclic?
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- Authors
- Chung, F.
- Affiliations
- University of California San Diego (US)
- Corresponding author
- Chung, Fan
- ORCID
- Chung, Fan
- Venue
- Annals of Combinatorics
- Published
- 2005-04
- Volume
- 9
- Issue
- 1
- Pages
- 1-19
- ISSN
- 0218-0006 (ISSN-L)
- 0219-3094
- OpenAlex
- W2069992656
- Cited by
- 535
- References
- 0
- Citations by year
- 2026: 19 · 2025: 19 · 2024: 27 · 2023: 20 · 2022: 27 · 2021: 37 · 2020: 41 · 2019: 35 · 2018: 30 · 2017: 32 · 2016: 41 · 2015: 35 · 2014: 27 · 2013: 20 · 2012: 18
- FWCI
- 23.25
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Annals of Combinatorics (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Geometry and Topology › Graph theory and applications
- Physical Sciences › Mathematics › Mathematical Physics › Spectral Theory in Mathematical Physics
- Physical Sciences › Mathematics › Applied Mathematics › Geometric Analysis and Curvature Flows
- Keywords
- directed graphs, graph Laplacian, Cheeger inequality, Cheeger constant, eigenvalues, circulation, Rayleigh quotient, non-reversible Markov chains, convergence rate, comparison theorems
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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