Community Detection Using Deep Learning: Combining Variational Graph Autoencoders with Leiden and K-Truss Techniques

Deep learning struggles with unsupervised tasks like community detection in networks. This work proposes the Enhanced Community Detection with Structural Information VGAE (VGAE-ECF) method, a method that enhances variational graph autoencoders (VGAEs) for community detection in large networks. It in...

Description complète

Détails bibliographiques

Auteurs principaux:	Jyotika Hariom Patil, Petros Potikas, William B. Andreopoulos, Katerina Potika
Format:	Artigo
Langue:	Inglês
Publié:	MDPI AG 2024-09-01
Collection:	Information
Sujets:	community detection deep learning variational graph autoencoders Leiden algorithm K-truss
Accès en ligne:	https://www.mdpi.com/2078-2489/15/9/568
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!