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Graph neural network for traffic forecasting: A survey · Study

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ArticleGraph neural network for traffic forecasting: A survey

Weiwei Jiang2022

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Articlegreen2022

Graph neural network for traffic forecasting: A survey

Weiwei Jiang · Jiayun Luo

1,484 citations·0/0 files stored·Expert Systems with Applications

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Traffic Prediction and Management Techniques Traffic control and management Advanced Graph Neural Networks

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References

2018Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting 2019Graph WaveNet for Deep Spatial-Temporal Graph Modeling 2017Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting 2019T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction 2019Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting 2017Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction 2020GMAN: A Graph Multi-Attention Network for Traffic Prediction 2020Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting

Cited by

2023Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey 2023Graph Neural Networks for Intelligent Transportation Systems: A Survey 2021A Survey on Deep Learning for Human Mobility 2023Spatio-Temporal Meta-Graph Learning for Traffic Forecasting 2022Traffic prediction using artificial intelligence: Review of recent advances and emerging opportunities

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2023Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Surveyarticle · 15 shared references 2023Graph Neural Networks for Intelligent Transportation Systems: A Surveyarticle · 15 shared references 2022Deep Learning on Traffic Prediction: Methods, Analysis, and Future Directionsarticle · 14 shared references 2022Traffic prediction using artificial intelligence: Review of recent advances and emerging opportunitiesarticle · 13 shared references 2022Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solutionarticle · 12 shared references 2020How to Build a Graph-Based Deep Learning Architecture in Traffic Domain: A Surveyarticle · 12 shared references

Details

Year2022

Typearticle

Published2022-06-23

VenueExpert Systems with Applications

ISSN-L0957-4174

Languageen

Citations1,484

Files0 public / 0

ShelfTraffic Prediction and Management Techniques

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doi10.1016/j.eswa.2022.117921

openalex_workW3123909522

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