Heat Kernel Diffusion is a network propagation method that models the spread of information over a graph as a continuous-time diffusion process governed by the heat equation, where the diffusion kernel exponentially weights the Laplacian matrix to capture multi-scale structural relationships.
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4.7K
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Publications per year
2017–2026
12
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Publications
69
Alexander M. Bronstein, Michael M. Bronstein, Leonidas Guibas et al. · ACM Transactions on Graphics · 2011 · 820 citations
Diffusion Kernels on Graphs and Other Discrete Input Spaces
Risi Kondor, John Lafferty · 2002 · 732 citations
Heat kernel based community detection
Kyle Kloster, David F. Gleich · 2014 · 212 citations
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1–5 of 113
Institutions
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University of Washington
Seattle, United States
8 h-index
9 publications
755 citations
Kyoto University
Kyoto, Japan
6 h-index
7 publications
632 citations
Purdue University West Lafayette
West Lafayette, United States
5 h-index
9 publications
628 citations
Cornell University
Ithaca, United States
4 h-index
9 publications
326 citations
University of Warwick
Coventry, United Kingdom
3 h-index
3 publications
64 citations
Wuhan University
Wuhan, China
3 h-index
3 publications
207 citations
Université Paris Cité
Paris, France
3 h-index
3 publications
97 citations
Université Toulouse III - Paul Sabatier
Toulouse, France
3 h-index
7 publications
560 citations
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Venues
- Journal of Functional Analysis
6 publications · 180 citations
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- The Annals of Probability
6 publications · 251 citations
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- Communications in Mathematical Physics
4 publications · 131 citations
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- Probability Theory and Related Fields
4 publications · 478 citations
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- arXiv (Cornell University)
Repository · 3 publications · 66 citations
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