Semi-supervised community detection method based on generative adversarial networks

Semi-supervised community detection method based on generative adversarial networks

Community detection in complex networks often suffers from insufficient data and limited utilization of prior knowledge. In this paper we propose “Semi-supervised Generative Adversarial Network” (GANSE), a novel algorithm that integrates Generative Adversarial Networks (GANs) and semi-supervised lea...

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Bibliographic Details
Main Authors: Xiaoyang Liu, Mengyao Zhang, Yanfei Liu, Chao Liu, Chaorong Li, Wei Wang, Xiaoqin Zhang, Asgarali Bouyer
Format: Article
Language:English
Published: Elsevier 2024-03-01
Series:Journal of King Saud University: Computer and Information Sciences
Subjects:
Generative adversarial networks
Community detection
Semi-unsupervised learning
Complex networks
Online Access:http://www.sciencedirect.com/science/article/pii/S1319157824000971

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http://www.sciencedirect.com/science/article/pii/S1319157824000971

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