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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Bibliographic Details
Main Authors: Xue Ye, Fang Sun, Shiming Xiang
Format: Article
Language:English
Published: MDPI AG 2023-02-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/25/2/331