MGHCN: Multi-graph structures and hypergraph convolutional networks for traffic flow prediction

Accurate and timely traffic flow predictions are essential for effective traffic management and congestion reduction. However, most traditional prediction methods often fail to capture the complex dynamics and correlations within traffic flows due to insufficient processing of spatiotemporal data. S...

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Bibliographic Details

Published in:	Alexandria Engineering Journal
Main Authors:	Xuanxuan Fan, Kaiyuan Qi, Dong Wu, Haonan Xie, Zhijian Qu, Chongguang Ren
Format:	Article
Language:	English
Published:	Elsevier 2025-01-01
Subjects:	Traffic flow prediction Graph convolutional network Hypergraph Multi-graph structure Spatiotemporal analysis
Online Access:	http://www.sciencedirect.com/science/article/pii/S1110016824011773