A Trade-off Between Accuracy and Complexity: Short-term Traffic Flow Prediction with Spatio-temporal Correlations

2018 21st International Conference on Intelligent Transportation Systems (ITSC) ◽

10.1109/itsc.2018.8569976 ◽

2018 ◽

Author(s):

Peibo Duan ◽

Guoqiang Mao ◽

Changsheng Zhang ◽

Jun Kang

Keyword(s):

Traffic Flow ◽

Trade Off ◽

Traffic Flow Prediction ◽

Temporal Correlations ◽

Flow Prediction ◽

Spatio Temporal

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Fuzzy hybrid framework with dynamic weights for short-term traffic flow prediction by mining spatio-temporal correlations

IET Intelligent Transport Systems ◽

10.1049/iet-its.2019.0287 ◽

2020 ◽

Vol 14 (2) ◽

pp. 73-81 ◽

Author(s):

Dongfang Ma ◽

Bowen Sheng ◽

Xiaolong Ma ◽

Sheng Jin

Keyword(s):

Traffic Flow ◽

Traffic Flow Prediction ◽

Temporal Correlations ◽

Flow Prediction ◽

Hybrid Framework ◽

Spatio Temporal

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Short-term urban traffic flow prediction using deep spatio-temporal residual networks

2018 13th IEEE Conference on Industrial Electronics and Applications (ICIEA) ◽

10.1109/iciea.2018.8397870 ◽

2018 ◽

Author(s):

Xingming Wu ◽

Siyi Ding ◽

Weihai Chen ◽

Jianhua Wang ◽

Peter C. Y. Chen

Keyword(s):

Traffic Flow ◽

Urban Traffic ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

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Short-Term Traffic Flow Prediction Considering Spatio-Temporal Correlation: A Hybrid Model Combing Type-2 Fuzzy C-Means and Artificial Neural Network

IEEE Access ◽

10.1109/access.2019.2931920 ◽

2019 ◽

Vol 7 ◽

pp. 101009-101018 ◽

Author(s):

Jinjun Tang ◽

Lexiao Li ◽

Zheng Hu ◽

Fang Liu

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Traffic Flow ◽

Hybrid Model ◽

Temporal Correlation ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

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Hybrid Process Neural Network based on Spatio-Temporal Similarities for Short-Term Traffic Flow Prediction

2008 11th International IEEE Conference on Intelligent Transportation Systems ◽

10.1109/itsc.2008.4732609 ◽

2008 ◽

Author(s):

Cheng Hu ◽

Kunqing Xie ◽

Guojie Song ◽

Tianshu Wu

Keyword(s):

Neural Network ◽

Traffic Flow ◽

Hybrid Process ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

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Exploiting dynamic spatio-temporal correlations for citywide traffic flow prediction using attention based neural networks

Information Sciences ◽

10.1016/j.ins.2021.08.042 ◽

2021 ◽

Author(s):

Ahmad Ali ◽

Yanmin Zhu ◽

Muhammad Zakarya

Keyword(s):

Neural Networks ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Temporal Correlations ◽

Flow Prediction ◽

Spatio Temporal

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Urban Traffic Flow Prediction Using a Gradient-Boosted Method Considering Dynamic Spatio-Temporal Correlations

Knowledge Science, Engineering and Management - Lecture Notes in Computer Science ◽

10.1007/978-3-030-29563-9_25 ◽

2019 ◽

pp. 271-283

Author(s):

Jie Yang ◽

Linjiang Zheng ◽

Dihua Sun

Keyword(s):

Traffic Flow ◽

Urban Traffic ◽

Traffic Flow Prediction ◽

Temporal Correlations ◽

Flow Prediction ◽

Spatio Temporal

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A Unified Spatio-Temporal Model for Short-Term Traffic Flow Prediction

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2018.2873137 ◽

2019 ◽

Vol 20 (9) ◽

pp. 3212-3223 ◽

Author(s):

Peibo Duan ◽

Guoqiang Mao ◽

Weifa Liang ◽

Degan Zhang

Keyword(s):

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Temporal Model ◽

Spatio Temporal

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Short-Term Traffic Flow Prediction Based on Sparse Regression and Spatio-Temporal Data Fusion

IEEE Access ◽

10.1109/access.2020.3013010 ◽

2020 ◽

Vol 8 ◽

pp. 142111-142119

Author(s):

Zengwei Zheng ◽

Lifei Shi ◽

Lin Sun ◽

Junjie Du

Keyword(s):

Data Fusion ◽

Traffic Flow ◽

Temporal Data ◽

Sparse Regression ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

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Short-term traffic flow prediction based on spatio-temporal analysis and CNN deep learning

Transportmetrica A Transport Science ◽

10.1080/23249935.2019.1637966 ◽

2019 ◽

Vol 15 (2) ◽

pp. 1688-1711 ◽

Author(s):

Weibin Zhang ◽

Yinghao Yu ◽

Yong Qi ◽

Feng Shu ◽

Yinhai Wang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Temporal Analysis ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

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Short-Term Traffic Flow Prediction Based on Multi-Model by Stacking Ensemble Learning

10.1061/9780784483053.008 ◽

2020 ◽

Author(s):

Yong Chen

Keyword(s):

Traffic Flow ◽

Ensemble Learning ◽

Traffic Flow Prediction ◽

Flow Prediction

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