A Community Detection and Graph-Neural-Network-Based Link Prediction Approach for Scientific Literature

A Community Detection and Graph-Neural-Network-Based Link Prediction Approach for Scientific Literature

This study presents a novel approach that synergizes community detection algorithms with various Graph Neural Network (GNN) models to bolster link prediction in scientific literature networks. By integrating the Louvain community detection algorithm into our GNN frameworks, we consistently enhanced...

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Bibliographic Details
Main Authors: Chunjiang Liu, Yikun Han, Haiyun Xu, Shihan Yang, Kaidi Wang, Yongye Su
Format: Article
Language:English
Published: MDPI AG 2024-01-01
Series:Mathematics
Subjects:
link prediction
graph neural network
community detection
network analysis
citation graph
deep learning
Online Access:https://www.mdpi.com/2227-7390/12/3/369

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