Spatio-temporal transformer and graph convolutional networks based traffic flow prediction

Abstract Traffic flow prediction is a core component of intelligent transportation systems, providing accurate decision support for traffic management and urban planning. Traffic flow data exhibits highly complex spatiotemporal characteristics due to the intricate spatial correlations between nodes...

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Bibliographic Details
Main Authors: Jin Zhang, Yimin Yang, Xiaoheng Wu, Sen Li
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-10287-5
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