Graph Classification via Heat Diffusion on Simplicial Complexes

In this paper, we study the graph classification problem in vertex-labeled graphs. Our main goal is to classify graphs by comparing their higher-order structures thanks to heat diffusion on their simplices. We first represent vertex-labeled graphs as simplex-weighted super-graphs. We then define the...

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Bibliographic Details
Main Authors: Mehmet E. Aktas, Esra Akbas
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9319128/