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TREPH: A Plug-In Topological Layer for Graph Neural Networks

Topological Data Analysis (TDA) is an approach to analyzing the shape of data using techniques from algebraic topology. The staple of TDA is Persistent Homology (PH). Recent years have seen a trend of combining PH and Graph Neural Networks (GNNs) in an end-to-end manner to capture topological featur...

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Detalles Bibliográficos
Autores principales: Ye, Xue, Sun, Fang, Xiang, Shiming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9954936/
https://www.ncbi.nlm.nih.gov/pubmed/36832697
http://dx.doi.org/10.3390/e25020331