Temporal representation learning enhanced dynamic adversarial graph convolutional network for traffic flow prediction

Abstract Accurate traffic flow prediction serves as the foundation for urban traffic guidance and control, playing a crucial role in intelligent transportation management and regulation. However, current methods fail to fully capture the complex patterns and periodic characteristics of traffic flow,...

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Bibliographic Details
Main Authors: Linlong Chen, Linbiao Chen, Hongyan Wang, Jian Zhao
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-93168-1
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